{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting Started with Vanna\n",
    "This notebook shows how to use Vanna to ask questions from a database using sample data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Install and Import Vanna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install vanna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import vanna\n",
    "from vanna.remote import VannaDefault"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Log In to Vanna\n",
    "Vanna provides a function to get an API key. You'll get a code sent to your e-mail.\n",
    "You can save your API key for future usage so that you don't have to log in every time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "api_key = vanna.get_api_key('my-email@example.com')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Set Model\n",
    "`chinook` is a public model that refers to the [Chinook sample database](https://www.sqlitetutorial.net/sqlite-sample-database/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vanna_model_name = 'chinook' # This is the name of the RAG model. This is typically associated with a specific dataset.\n",
    "vn = VannaDefault(model=vanna_model_name, api_key=api_key)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Connect to the Database\n",
    "Here we're connecting to a SQLite database but you can connect to any SQL database."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "vn.connect_to_sqlite('https://vanna.ai/Chinook.sqlite')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ask Questions\n",
    "Now we're going to use `vn.ask` to ask questions and it'll generate SQL, run the SQL, show the table, and generate a chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SELECT a.name,\n",
      "       sum(il.quantity) as totalsales\n",
      "FROM   artist a\n",
      "    INNER JOIN album al\n",
      "        ON a.artistid = al.artistid\n",
      "    INNER JOIN track t\n",
      "        ON al.albumid = t.albumid\n",
      "    INNER JOIN invoiceline il\n",
      "        ON t.trackid = il.trackid\n",
      "GROUP BY a.name\n",
      "ORDER BY totalsales desc limit 5;\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>totalsales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Iron Maiden</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>U2</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Metallica</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Led Zeppelin</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Os Paralamas Do Sucesso</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Name  totalsales\n",
       "0              Iron Maiden         140\n",
       "1                       U2         107\n",
       "2                Metallica          91\n",
       "3             Led Zeppelin          87\n",
       "4  Os Paralamas Do Sucesso          45"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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B3pAQrapaYPfOiLj1MZ7zusxse7g2h7bK9s7HuPcnM/M7ZtdX1W9ExKBAtLvnmpD9GM874dK5OrTzbZXy2QPabAHjw/vzvarO7Fb6zn4ftjD4Fpn5kSVzYf6PBG/NzC8c0IdF42l/EGgBcf94WGa2/m7kqKr2krabHKOx9vNx58y8bNE9Q+Zmb460PyQ9b8nL4WaXtz+MPDEzF+7dfSrm2zHMXEqAAAECBAgQIECAAAECBHYuIOBdkXzdgLeqntJWFC54fPuo9Icion1sev4jzy34uM2ij20vCLyOM7KfzcxvO84NR107whW8fxUR/6DX37vMPr5eVa+JiK/qnbtOcHlEqDUfpLeanGylZVst+83HsF0l4G3bbcxWb/cf1VbMtuNmC57fD3jfFhFLVy/32nhhZrbVyi0c/v6I+L4F7bdwsAWKbXXr/O+ZbQS8xyCO/5KZbbXvtUdVzRu21b5PPVmjC37mHpGZv36cjsz1oQXK167ejoiNvvzviIC3hcqtVm0O9//YMevae9ofMTLz7+bHNTTgrap/31vFPmum/dz8n4i4IiJu236vzc2T1q/bZmY736/TKZlvq9bUfQQIECBAgAABAgQIECBAYBcCAt4VldcJeLttA9p+pG2/0tnRXrB0/8xsK3WvObptBF48FyC+OjP/yYKwZT54nF3yurYHaUS8vNsy4FHditZ+kHRV+1h/ZrbQZa1jQcDbtkdowdVndA1/PCLeHRF/FhE/kJlt38+tHFXVQqMWIs2OyzKzbZ8w831gt/fn7Fvvz8xbnawzS4L0tuVCq19bBdxC1fbCq/bx/1+LiLMi4vd7bZ8fEf9iwbM+0V8xuSxEq6r5MbQa/j8R8bLZnre9/Z3/dUS0j7a3n/t+wNtC2LaNR5snX9Dr01Gh73tme6VWVXverLbt1rZNw3/MzL/uOZ8TEf8sIp7UzfltBry/042jbWvSgsuv7laO9kPu9v32Ur1rQ8uqai/da1sYzI4PZuZs64UTylRVbcVzW/k8eO4sm+TzeyB317f59IKI+M/r7mFcVe3nsK1Ofn1E/ExE/Eb/xYJV1eZ+m69t1Xv//zZ8U2a2F7hd51g2N9vF3c9gC4lnf6xqPyM/FRHfNbeKuv2stNXKba7Mjt/KzLb1ybXHqZpvy2rnPAECBAgQIECAAAECBAgQOJUCAt4V9dcMeH+uC7xmT39LZrYXYp1wVNWdIqJty9BfJXqP+T1MFwSPLXx6TGb+4XyjVdVWB7eVrf29eX8wM9sLmtY6FgS8y9pre27+i228BKuqWtjYQsXZ8SML9o5tq6X74d8XZ+ZFR3X6iIC3rZT99i5UPWGlY2tr1ZesLQvRqqpt8fGvev39tsz82ZP0v4Xe7fzbMrNtp3HtcdyXrHUvymov2podLTB8+Eme3eZw2xO6GbcX3a18HDHfH52ZbT5d5zhivn9/Zv7A3Pjbvq/tZ2N2PDIzWzh/wlFVv9R+vnon2h8r2urSlY+qaiFn+4PHUS8rayui2/m2Z3ILaV+5bEuRufFdf9FK3AVe858u+KnMbPN73nXpS9aq6g3dvr+zexeGxbOTVfX+3p7G7dtnzlbxnsr5tnJR3UiAAAECBAgQIECAAAECBHYgIOBdEXnNgLetmO0HtnfNzPYm+YVHVc0Hwv8rM/tbC7QAsb+Cd+kLmhbsTTvoJWPLuFYIeFuT7ePY987MP13W/nHOV1U/sGsrB281v71FVbV9Ph/fa/dVmdlWfR5Vi/mV0u1FbY9btvp5iwHvb0bEV/Q6+8zMfM5xnGbXrhDwtpXC/7n3rAsz80tWefZx71lhvrcQvIXhs+PSzLxr/7lV9ay2qrz3vT/KzHvP961bEd1Wos9+htv8bSvg28rgtY7uxYgvHLgvd3tWWyHf5kCr+1vXenh3c/cJg7ZVzOxY+AeoAX98aH+cap9MmB0XZGZbKX3k0Y2/rfCdHV+dma9qX1TVKZtvm3DVBgECBAgQIECAAAECBAgQ2JaAgHdF2VUD3qq6RUR8sPfYP87Mey0JPdoLqdo9s3qdEMauEHi1lzq1EGf28foPZWbr21pHVX1rRPx0RLQtKNpHs1vI2lbltVWJbZuC9r87LnhIC6rulJnt+rWPBav9LsnM/kvornlGVbX9edtq5tnxycxsLy1beBzXedbIFgPe9lH7Zj472jz5/OOs7Oz1sW0hcf/Z15l50t8PC7Y1aCH6l2Xm765dwCUNHLcOXSjbn+8nbMHQBZv97URaL243/5KxqvqeiGj7ys6O/5mZX7upMVfV3SKivbivBaTHOd7Uwv5lL4fr1bttEdMC+RZity0n2gri9qK+9nvgnr3fN+/MzBP6MiDgbS8z/PneANrL7doL+Y48FvycPDszW/Deflbnt9HY2Xw7ThFcS4AAAQIECBAgQIAAAQIEdi0g4F1RfI2A92Ft78veY1+UmS0IOelRVf2tBD6amTft33DcwKsLTNr+ni3QacfVmdlC360f3bYTbeXnI+ce9muZOf+9lfpTVb8aEf3Q7cmZ2bZsOOGoqsu64Hl27hsz82VHXHusldKzNrYY8P7jbo/f60yHiLikm2evjojfGfjR/OMGvC0Ib9sGzG8p0IL9tp9qm+etpi003eixgfm+cJV7Vb0yIvp7XJ/w87lgvnxuZvZXqm5krN3PSQuTW3/aH0ZO9jK/2TPbdiEtlF5oXlXtj0U/1P1sXLsf9ZIOrxrw/peI+I5e2387EGb2O6ld/orMbPuGt4D3lM23gf12GQECBAgQIECAAAECBAgQOCUCAt4V2dcIeNs+t8/uPfYZmfmDy7pRVe2lVbOVr5WZ1wnVVgy8/jwizu49u714qq2k3clRVedFxNf3HvY3mXmHTTy8qtpH6Psrcb+oe8ncoua/b24/1Tdn5v0WXbiKcxdO3bZb0Txr9rzMfOyysS5bJdm1PV/H+WbbSse2ivo1EdH2Wm7h7wnHcbdo6J7dgvr20fmTHS0EfmNb9ZqZLfhd+1ilDlXVxv15vYffeH5bhW717F/0rmkvvfvM2ddV9aUR8Xu98xdn5j3WHtCABroXlrWtWdqLx744Iu4y94K7WSvXhqL9Zquq7fN9QdtOYsDj+pesGvC2fYLX2mu5++PEQ3r+p2S+HdPL5QQIECBAgAABAgQIECBAYKcCAt4VudcIeNtHlvsrdtv+rS9e1o0F4dTpmdm2QbjmWDHw+rO5t9bfcn6P2mX9Wud8VbWQuu1fOpuHG1lFXFVfFxEvX6NvV0dEC7v7+5Cu7NzVZ5sBbwuyW5jWQr8hx89n5rfMX7hKwNuNra3UbC/hGvL7pL0E7dx159mK8/1P2vYVvXGfkZnvW+DQXmrY35+3vQTwv3ZjbeFuC3lnx6My8xVD0Dd9TbftRHuJYHtx3Q177Z/wc1RVrT6tTvM1auF/2xalrWJvK6/bf9vK/u/trcxeNeBtL3psWz+sc5ywb29V7Xy+rTMA9xIgQIAAAQIECBAgQIAAgW0LDAlktt2HvWx/jYD3+yOirRidHf8uM5+7DKGq2kfA+/tgXj8zWxB5zbFi4PXOiPicWRPzq4KX9WkT5+dehNaavGNmvmudtqvqf3d7i67TzNMz84fnG1jFuavP1gLe3hxoe6m2PrfVx6cvGfwLM/M7+9esGvB24zuzCxofHhG3WRL2/mVm9lfSHrtOq9ShqvqB4wmr4HuO3xwR/T+6XLPndVV9VkS0QHj2e/OEfXyPPZAN3LBgv+nW6p0zs636b78b2tYrbWV+PwT+VET8p4h4Wv/3SM+grbq+Sff1qgHvRRFxn94QW2h+7R+lBg697Q1+wsvrqmqn821gX11GgAABAgQIECBAgAABAgROiYCAd0X2NQLeR0RE2xd1dqyyB+/HMvO0ftdXDLzaPp2zdk5JWFVV/X2ArxNMrVKa7kVZLcya3xf2uM2d8CK7Lizb1B68L8/Mxyzr1JAtGha1UVUtnGsf52979H5lL8i/NsOLiBtlZgv6rjnWCXjn5mKzb6tc21xvz29bGMzX46sz81XLxn/U+RXne38f6w9nZtuPduFRVf2fjXZNG8N3RUQ/FP+hzPy3q45hk/dVVVt92/6IMDseNtsOo3vxYXsZ3+z4QJsPJ9sbuao2EfDOf1phK6udu08CbHW+bbJW2iJAgAABAgQIECBAgAABApsWEPCuKLpGwHuriLii99g/zsx7nawbVdX2zGzh1KxeJ6yoO27gVVXto9NtRePs+NPMvOeKHCvfVlUtYPyMroGFL746TuNV9W8i4sd69/xORHz3gDZaAPmWuSDyDpn5N/17j+s8u3fBS9YGvVBu1YB3frxV1ebYm+f2bH1gZr6h18djvWRtgOk1l1RVm/N/OvciuxNWEA9tr2vzWEF793KxD/Z+hv48M8856pndNgD9F4S1/Ysf3PuDSNta5GaLtvE4zjjm5lYL3E9YrTqkvQUvfrtHZjaj5j+/b+1TM/NHl/zO2UTA2/zadgqz46cys20VsdVjG/Ntqx3WOAECBAgQIECAAAECBAgQWFNAwLsi4KoBbxe49EPN9q27ZualR3Wlqtrqu2/tnf/tzPyK/vXHDR6r6rcj4st7bbw4Mx+3IsdKt1XVk7uPic/uf09m3n6lxrqbquqvIuIf9Np4cGb+7pA2q+rCbnuD2eU/mZn9kG+lrTC6mrePybdQcHZcmJlfsqxfmwp4uz68LiK+rPfMb8zMl82+rqq2ovaRvfNrb5fRa3s+eB+0gvkkPxPHDXjblgtt64XZ8cuZ2X/B33UetWA7hvmuDArol9W359P60mrxixHxxOMEx1V1i4hoq3Jnv8+vyswb9dpu7X5Dry/fmpk/d7K+bWgFbwvQ2z7fs6NtKdO2jlhrC5Yhpgv+0LPWfBvyTNcQIECAAAECBAgQIECAAIFTJSDgXVF+zYD3lyKi//H8N2dm2zf1hKOqWuDZ9t+9Qe/kfTOzrTa99jhOwFtV83uMtuDxrEUvnDoOT1W1MPSZEfGDmfkTJ7u3W0H8F3Pjemlm/tPjPHPOoO39+n963/tIZt5saHtV9U0R8ZLe9e/PzLb6dCXn+edWVVudOdsH9ZOZ2V6OdtJjWcBbVe2lZbeOiG/JzN9YYn5+RDy0d81XZeb/mn1dVW1V51N65384M59+VJtV1fb7bSH9Dyzar3jOrW1v8ILe934hM//ZsvGf5NmDA96qakFje8HabJuI9mKxu2Rm+7k68qiqtrr5AUdc8HmZ2V7GtpFjbu5dFRHPzsznLGu824rjbXOro6+zGr+qnhYRP9Rr6zWZ2bbOOOGoqjMi4lci4kG9kyvtwdvur6rWt8/ttdXMz1kWYFfVoyPiF9o2I7NV5qdyvi2rg/MECBAgQIAAAQIECBAgQOBUCgh4V9RfM+BtWy68fy7cbGHR/TLz2pcQVVXbQ/V/zr0c6YS3yndBSj/wat9qgVYL1H4xM9uetC1saSFyC3seNTfsH8vM71mR4trbqqoFUv+u+0bbw7QFNC10/J3Zfp/ddhPt5U7fMvcirtbHWy0Lfk7WxwUfRT92YFxVLVzrh+n/MDPfNHvucYL0+b5WVQufWwg9O36vBa6zj+VX1edHRNs79Xm95/1BRLSXp11TwvkX4VVVWyE522rgzyOi7Qn72lnNu7q3YLMFtf3AsIXNN5l7Ud+i4P+RsxC429/48RHxB5l5UVW1OraAtx1tBWl7geD/yMzL+2Ovqn8UEW11cP8lX/fOzBZOr3TM1aG18WtdKNpWYf891t+/XKzN6x+c23rjZZn5jcseXFUPjIhFq7/Xfkncgrkx/8eFdknbUqL9/P+3zGwr7q89quoOEfH/RkS779rVuhHRVsnec7Y9Q+fQXnTWXnjWP34qIv5l+3mrqjbf2ycC2iritop/tmXK7Pp1At67RcQlcz/rbe49IyKeP9sDuqtV+0RB+533f/UC64fP/nBxKufbsrniPAECBAgQIECAAAECBAgQOJUCAt4V9dcJeLvQ5dldyDHfgxxPpOMAACAASURBVBbqfDwibjkX3LTrWnhzu8xsLya7zrEg8Oqfb/e1Wi+qdwuaz+wHfSuStECtH/DON9OC0/b8fnjav+YxmfnyVZ/dmba9jfsrbq/dh3Rou1U1v8r11Zn5T2b3rxnwfl8Xgs53p62gbiFs+9919iEesIK3H/D22217qF7WzaGzFrifEOp3IVvb67m9oG1+/rQ5NAv+rtm6Yi5w61/fat2e3e5pq4uv80LAiHhrZn7h0Josuu4k871Ztj8utHB30ert1rfP6gfgJ+vHgr1t2+XX2dpinXH05tWigHfRz1BbfdyC8qN+dz8hM1+04PdD22+77bu9qM1+8L5oOCsHvN3PZf8PAfPtfyIi2pY1R620Pyrg3el820SNtUGAAAECBAgQIECAAAECBLYlIOBdUXbdgLcLPlog2lZcDqlDC96+sr+atN/1JQHvUaNsq3y/LDPb6su1jyUB71Htt3DnezPzP67Tgapqq1zbatfZcUVmnnncNrvVptduWxAR19lKYZ2At6v5+7rw/qiuHTfgbatgjxuW/lJm9vdkvbYvVTW/lcKifs4C3rZFw/ce0/idEdG2N1jpZWKzZ60439sfMx7UX926rO9V9ay2BUXvug9n5s2X3Xfc891L8NqL3FoYv8rRAv3vycwXLrq5qj4nItp2CfOrcxdd3n4fnH6ylzp2c/mkq8vnfj+1rT/aSuplYfJ8f87NzAu6552y+bZKQdxDgAABAgQIECBAgAABAgR2JTAkWNxVX/bqOVX13O5j77N+L30z/RHBy30jogU7be/LhZdExG+1l1+dLBRbEHi9MiIefsSK2RYG/eeT7a+6SjG6t9f/q4ho++i21YLL5lfbouBr1937twt/fjoivq3X7xdm5neuOI62ArS/6vTaF7VV1R9HxBd07X4qM48VWFVVCwfbHqfXeUler5+fyMzPnH1dVW+MiH/YfX11ZraVqdce3bYJ/zIi2v7Hd1wy3rbn8XfMArOjrq2qx0ZEewnX/Ere2S3X7s3bXdu2QfiiJfVuoeGzMrO/D+8q5bnmnvk6dOF+24LkqDnXQsK2GvRYwXJVta0Mntjr6Ea2MzmJ/Z26bVTaHrRH/U7o3962Nmn7XT9t2Sr8bt/rtmVK2zZh0dHaaj9H/zoi2lYxbSuZdlyamXedv2HZ3FxwfZv753Vz/2RB84cj4tcj4rmZ+da5+d7m5s7n28oT1Y0ECBAgQIAAAQIECBAgQGAHAssCuB10wSOaQFXdott/8iHtI+QR0fbkfW1E/P6y4Ka7/4SXTnUfub9Xt8KzBTTtmlf29/ndln631+6XRMTZXaDU9p5tH59vq/5+p9vHtX2E/yCPLuhtL/BqoWQLu94dEW9ac1/aFv628LmFre2/bU79VdsSoe3Bmplt24TBR/dysi9tLySLiLb9xaUR8duZ2VaTn3BU1T+IiLbfa1tR/NkR8f91e0H/YWa2fVi3elRVW7H9iK4Pt42Itlq6BYW/cdxgt/uZaltmtNBztsdtm683G7q9w7qD7X5+7x4R94iI9t/2srK24r2tvH9zV9NjBdbduFpNv7L72WzfanX93f4L99bt+7L7q6r9jmvzv/2OuF33+66tRm/ztNVt6XGq59vSDrqAAAECBAgQIECAAAECBAjsSEDAuyPobT9m3a0Dtt0/7RPYN4Gq+jcR8WO9freX1z1s38ahvwQIECBAgAABAgQIECBAgMC0BQS8E6mvgHcihTSM0QhU1eVz2yQc+6V9oxmMjhAgQIAAAQIECBAgQIAAAQKTFRDwTqS0At6JFNIwRiFQVW2rh1f3OrNwH9pRdFYnCBAgQIAAAQIECBAgQIAAgYMWEPBOpPwC3okU0jBGIbDgpYWPy8wXj6JzOkGAAAECBAgQIECAAAECBAgQ6AkIeCcyHQS8EymkYZxyge7lcn/W68hHMvNmp7xjOkCAAAECBAgQIECAAAECBAgQWCAg4J3ItKiq34iIL+uGc2VmnjWRoRkGgZ0KVNWzI+IpvYf+x8z8tzvthIcRIECAAAECBAgQIECAAAECBAYKCHgHQrmMAAECBAgQIECAAAECBAgQIECAAAECYxMQ8I6tIvpDgAABAgQIECBAgAABAgQIECBAgACBgQIC3oFQLiNAgAABAgQIECBAgAABAgQIECBAgMDYBAS8Y6uI/hAgQIAAAQIECBAgQIAAAQIECBAgQGCggIB3IJTLCBAgQIAAAQIECBAgQIAAAQIECBAgMDYBAe/YKqI/BAgQIECAAAECBAgQIECAAAECBAgQGCgg4B0I5TICBAgQIECAAAECBAgQIECAAAECBAiMTUDAO7aK6A8BAgQIECBAgAABAgQIECBAgAABAgQGCgh4B0K5jAABAgQIECBAgAABAgQIECBAgAABAmMTEPCOrSL6Q4AAAQIECBAgQIAAAQIECBAgQIAAgYECAt6BUC4jQIAAAQIECBAgQIAAAQIECBAgQIDA2AQEvGOriP4QIECAAAECBAgQIECAAAECBAgQIEBgoICAdyCUywgQIECAAAECBAgQIECAAAECBAgQIDA2AQHv2CqiPwQIECBAgAABAgQIECBAgAABAgQIEBgoIOAdCOUyAgQIECBAgAABAgQIECBAgAABAgQIjE1AwDu2iugPAQIECBAgQIAAAQIECBAgQIAAAQIEBgoIeAdCuYwAAQIECBAgQIAAAQIECBAgQIAAAQJjExDwjq0i+kOAAAECBAgQIECAAAECBAgQIECAAIGBAgLegVAuI0CAAAECBAgQIECAAAECBAgQIECAwNgEBLxjq4j+ECBAgAABAgQIECBAgAABAgQIECBAYKCAgHcglMsIECBAgAABAgQIECBAgAABAgQIECAwNgEB79gqoj8ECBAgQIAAAQIECBAgQIAAAQIECBAYKCDgHQjlMgIECBAgQIAAAQIECBAgQIAAAQIECIxNQMA7toroDwECBAgQIECAAAECBAgQIECAAAECBAYKCHgHQrmMAAECBAgQIECAAAECBAgQIECAAAECYxMQ8I6tIvpDgAABAgQIECBAgAABAgQIECBAgACBgQIC3oFQLiNAgAABAgQIECBAgAABAgQIECBAgMDYBAS8Y6uI/hAgQIAAAQIECBAgQIAAAQIECBAgQGCggIB3IJTLCBAgQIAAAQIECBAgQIAAAQIECBAgMDYBAe/YKqI/BAgQIECAAAECBAgQIECAAAECBAgQGCgg4B0I5TICBAgQIECAAAECBAgQIECAAAECBAiMTUDAO7aK6A8BAgQIECBAgAABAgQIECBAgAABAgQGCgh4B0K5jAABAgQIECBAgAABAgQIECBAgAABAmMTEPCOrSL6Q4AAAQIECBAgQIAAAQIECBAgQIAAgYECAt6BUC4jQIAAAQIECBAgQIAAAQIECBAgQIDA2AQEvGOriP4QIECAAAECBAgQIECAAAECBAgQIEBgoICAdyCUywgQIECAAAECBAgQIECAAAECBAgQIDA2AQHv2CqiPwQIECBAgAABAgQIECBAgAABAgQIEBgoIOAdCOUyAgQIECBAgAABAgQIECBAgAABAgQIjE1AwDu2iugPAQIECBAgQIAAAQIECBAgQIAAAQIEBgoIeAdCuYwAAQIECBAgQIAAAQIECBAgQIAAAQJjExDwjq0i+kOAAAECBAgQIECAAAECBAgQIECAAIGBAgLegVAuI0CAAAECBAgQIECAAAECBAgQIECAwNgEBLxjq4j+ECBAgAABAgQIECBAgAABAgQIECBAYKCAgHcglMsIECBAgAABAgQIECBAgAABAgQIECAwNgEB79gqoj8ECBAgQIAAAQIECBAgQIAAAQIECBAYKCDgHQjlMgIECBAgQIAAAQIECBAgQIAAAQIECIxNQMA7toroDwECBAgQIECAAAECBAgQIECAAAECBAYKCHgHQrmMAAECBAgQIECAAAECBAgQIECAAAECYxMQ8I6tIvpDgAABAgQIECBAgAABAgQIECBAgACBgQIC3oFQLiNAgAABAgQIECBAgAABAgQIECBAgMDYBAS8Y6uI/hAgQIAAAQIECBAgQIAAAQIECBAgQGCggIB3IJTLCBAgQIAAAQIECBAgQIAAAQIECBAgMDYBAe/YKqI/BAgQIECAAAECBAgQIECAAAECBAgQGCgg4B0I5TICBAgQIECAAAECBAgQIECAAAECBAiMTUDAO7aK6A8BAgQIECBAgAABAgQIECBAgAABAgQGCgh4B0K5jAABAgQIECBAgAABAgQIECBAgAABAmMTEPCOrSL6Q4AAAQIECBAgQIAAAQIECBAgQIAAgYECAt6BUC4jQIAAAQIECBAgQIAAAQIECBAgQIDA2AQEvGOriP4QIECAAAECBAgQIECAAAECBAgQIEBgoICAdyCUywgQIECAAAECBAgQIECAAAECBAgQIDA2AQHv2CqiPwQIECBAgAABAgQIECBAgAABAgQIEBgoIOAdCOUyAgQIECBAgAABAgQIECBAgAABAgQIjE1AwDu2iugPAQIECBAgQIAAAQIECBAgQIAAAQIEBgoIeAdCuYwAAQIECBAgQIAAAQIECBAgQIAAAQJjExDwjq0i+kOAAAECBAgQIECAAAECBAgQIECAAIGBAgLegVAuI0CAAAECBAgQIECAAAECBAgQIECAwNgEBLxjq4j+ECBAgAABAgQIECBAgAABAgQIECBAYKCAgHcglMsIECBAgAABAgQIECBAgAABAgQIECAwNgEB79gqoj8ECBAgQIAAAQIECBAgQIAAAQIECBAYKCDgHQjlMgIECBAgQIAAAQIECBAgQIAAAQIECIxNQMA7toroDwECBAgQIECAAAECBAgQIECAAAECBAYKCHgHQrmMAAECBAgQIECAAAECBAgQIECAAAECYxMQ8I6tIvpDgAABAgQIECBAgAABAgQIECBAgACBgQIC3oFQLiNAgAABAgQIECBAgAABAgQIECBAgMDYBAS8Y6uI/hAgQIAAAQIECBAgQIAAAQIECBAgQGCggIB3IJTLCBAgQIAAAQIECBAgQIAAAQIECBAgMDYBAe/YKqI/BAgQIECAAAECBAgQIECAAAECBAgQGCgg4B0I5TICBAgQIECAAAECBAgQIECAAAECBAiMTUDAO7aK6A8BAgQIECBAgAABAgQIECBAgAABAgQGCgh4B0K5jAABAgQIECBAgAABAgQIECBAgAABAmMTEPCOrSL6Q4AAAQIECBAgQIAAAQIECBAgQIAAgYECAt6BUC4jQIAAAQIECBAgQIAAAQIECBAgQIDA2AQEvGOriP4QIECAAAECBAgQIECAAAECBAgQIEBgoICAdyCUywgQIECAAAECBAgQIECAAAECBAgQIDA2AQHv2CqiPwQIECBAgAABAgQIECBAgAABAgQIEBgoIOAdCOUyAgQIECBAgAABAgQIECBAgAABAgQIjE1AwDu2iugPAQIECBAgQIAAAQIECBAgQIAAAQIEBgoIeAdCuYwAAQIECBAgQIAAAQIECBAgQIAAAQJjExDwjq0i+kOAAAECBAgQIECAAAECBAgQIECAAIGBAgLegVAuI0CAAAECBAgQIECAAAECBAgQIECAwNgEBLxjq4j+ECBAgAABAgQIECBAgAABAgQIECBAYKCAgHcglMsIECBAgAABAgQIECBAgAABAgQIECAwNgEB79gqoj8ECBAgQIAAAQIECBAgQIAAAQIECBAYKCDgHQjlMgIECBAgQIAAAQIECBAgQIAAAQIECIxNQMA7toroDwECBAgQIECAAAECBAgQIECAAAECBAYKCHgHQrmMAAECBAgQIECAAAECBAgQIECAAAECYxMQ8I6tIvpDgAABAgQIECBAgAABAgQIECBAgACBgQIC3oFQLiNAgAABAgQIECBAgAABAgQIECBAgMDYBAS8Y6uI/hAgQIAAAQIECBAgQIAAAQIECBAgQGCggIB3IJTLCBAgQIAAAQIECBAgQIAAAQIECBAgMDYBAe/YKqI/BAgQIECAAAECBAgQIECAAAECBAgQGCgg4B0I5TICBAgQIECAAAECBAgQIECAAAECBAiMTUDAO7aK6A8BAgQIECBAgAABAgQIECBAgAABAgQGCgh4B0K5jAABAgQIECBAgAABAgQIECBAgAABAmMTEPCOrSL6Q4AAAQIECBAgQIAAAQIECBAgQIAAgYECAt6BUC4jQIAAAQIECBAgQIAAAQIECBAgQIDA2AQEvGOriP4QIECAAAECBAgQIECAAAECBAgQIEBgoICAdyCUywgQIECAAAECBAgQIECAAAECBAgQIDA2AQHv2CqiPwQIECBAgAABAgQIECBAgAABAgQIEBgoIOAdCOWy4wlU1RmZecXx7nI1AQIECBAgQIAAAQIECBAgQIAAAQLHERDwHkdrz66tqgsi4j4R8bLM/OerdL+qXhwRX9nde25mXnxUO1X10xHxyIi4TUS0ufWpiHh3RDw/M5+/yvPdQ4AAAQIECBAgQIAAAQIECBAgQIDA0QIC3onOjqp6YES8vgtaL8jMc4871Kp6bkQ8vXffgzLz9+bbqarrR8SFXZh81GNekJlPOm4fXE+AAAECBAgQIECAAAECBAgQIECAgID3IOZAVT0+Ih7aBa1nd+FuG/uxA96q+r8j4r/NwR0V8L40Ih7bXfuRiGirft8UEQ+LiG+IiOt15x6Xme2cgwABAgQIECBAgAABAgQIECBAgACBDQhYwbsBxLE0UVVt+4S7L+jPsQLeqrp/RLSVurNgdtbkUQHvJyLiRt2WDGdn5ttnN1TV10fEed3XF2fmPcbipR8ECBAgQIAAAQIECBAgQIAAAQIE9l1AwLvvFez1v6qeFREP7n3rK7p/Dw54q+oOEXFpF9i24PZXIuKbunZOCHi7VcO/0J1/SWZ+8zxpVbXA987d92+dmZdPiN1QCBAgQIAAAQIECBAgQIAAAQIECJwyAQHvKaPf/oOrqo4T8FbVTSLiXRFxq4i4OiLaSt4W2M72zl0U8P5yRDy6e86jMvMVCwLen4mIb+2+/22Z+bPbH70nECBAgAABAgQIECBAgAABAgQIEJi+gIB3wjVeIeDtb/HwjZn5sqr68SUB7xsi4gEd4w0z81MLAt4WEs/23n1OZj5zwuyGRoAAAQIECBAgQIAAAQIECBAgQGBnAgLenVHv/kHHCXir6lUR8ciulz+Qmd/f/j0g4P2LiLhbuzYzF86nqvqqiHhN1/aLMvMJu9fwRAIECBAgQIAAAQIECBAgQIAAAQLTExDwTq+m145oaMBbVT8cEd/b3fjyzHzMrJEBAe97I+LWbUuHzLz+Is6qul9EXNid+63MfOjsurPve+5sG4mNVOLqq/8uPvHh92+kLY0Q2KRAXu/68Zk3u+Umm9QWAQIECBAgQIAAAQIEDlbgkot+W6Z1sNU38HkBPwwTnhNDAt65l6S9NTO/sE8yIOB9X0S01OrTmXmDIwLee0fEH+wi4P3YZX8Tp195ozj96tMnXFlD20eB937Ge+MTZ904PvPmbYtrBwECBAgQIECAAAECBAisIyDgXUfPvVMTEPBOraK98QwMeGcrcD8cEfeKiE/OkfxgRDy++943RMTvR8THMvMD7XtV9Y6IuFP7Z2Ze74iAt63YPb87d15mPnZb7Gfd4qzzHvzxB3/9OVeds61HaJfASgLn3+T8j//pDf70X1955ZU/uVIDbiJAgAABAgQIECBAgAABAgQILBAQ8E54Whwz4D2OxN9m5m26gPeiiLhP+/dJ9uBtge5Luwc8LzOfcpyHHedaAe9xtFy7SwEB7y61PYsAAQIECBAgQIAAAQIECByOgIB3wrXeUcD76oh4RMf4hZn51nnSqnpuRDy9+/6TM/PHt8Uu4N2WrHbXFRDwrivofgIECBAgQIAAAQIECBAgQGCRgIB3wvNiYMDbVuLe4iQMPxAR39idf1z3srQrM7Nt7dC2aHh2RDyjO/+jmfnUBQFv23+37cPbjvtm5lu2xS7g3ZasdtcVEPCuK+h+AgQIECBAgAABAgQIECBAQMB7YHNgSMC7jGTAS9ZuHhEfbDs0RMQVEXFWZv7drN2qavvzvi0i2v68V2Tmmcueuc55Ae86eu7dpoCAd5u62iZAgAABAgQIECBAgAABAocrYAXvhGpfVS1sPa03pPd0/35jRHzd7PuZednQYS8LeFs7VfWmiPjirs0LI+KJbauGqjo3Is6LiFt1534kM5829NmrXCfgXUXNPbsQEPDuQtkzCBAgQIAAAQIECBAgQIDA4QkIeCdU86q6OCLuPmBId83MSwdc18Lbtl/uk7prH5SZvzd/X1WdExFvjoib9M5Vt6p39q13RsQ5mfmxIc9d9RoB76py7tu2gIB328LaJ0CAAAECBAgQIECAAAEChykg4J1Q3avqz1qIOmBId8nMtw+4rgW8/ykintxd+4DM/N+L7quq23Yh7+3nzreg9w0R8ZD+1g1Dnr3KNQLeVdTcswsBAe8ulD2DAAECBAgQIECAAAECBAgcnoCA9/BqvtURV9VNI+LhEXHPiHh9RFywi2B3NigB71bLq/E1BAS8a+C5lQABAgQIECBAgAABAgQIEDhSQMBrckxKQMA7qXJOajAC3kmV02AIECBAgAABAgQIECBAgMBoBAS8oymFjmxCQMC7CUVtbENAwLsNVW0SIECAAAECBAgQIECAAAECAl5zYFICAt5JlXNSgxHwTqqcBkOAAAECBAgQIECAAAECBEYjIOAdTSl0ZBMCAt5NKGpjGwIC3m2oapMAAQIECBAgQIAAAQIECBAQ8JoDkxIQ8E6qnJMajIB3UuU0GAIECBAgQIAAAQIECBAgMBoBAe9oSqEjmxAQ8G5CURvbEBDwbkNVmwQIECBAgAABAgQIECBAgICA1xyYlICAd1LlnNRgBLyTKqfBECBAgAABAgQIECBAgACB0QgIeEdTCh3ZhICAdxOK2tiGgIB3G6raJECAAAECBAgQIECAAAECBAS85sCkBAS8kyrnpAYj4J1UOQ2GAAECBAgQIECAAAECBAiMRkDAO5pS6MgmBAS8m1DUxjYEBLzbUNUmAQIECBAgQIAAAQIECBAgIOA1ByYlIOCdVDknNRgB76TKaTAECBAgQIAAAQIECBAgQGA0AgLe0ZRCRzYhIODdhKI2tiEg4N2GqjYJECBAgAABAgQIECBAgAABAa85MCkBAe+kyjmpwQh4J1VOgyFAgAABAgQIECBAgAABAqMREPCOphQ6sgkBAe8mFLWxDQEB7zZUtUmAAAECBAgQIECAAAECBAgIeM2BSQkIeCdVzkkNRsA7qXIaDAECBAgQIECAAAECBAgQGI2AgHc0pdCRTQgIeDehqI1tCAh4t6GqTQIECBAgQIAAAQIECBAgQEDAaw5MSkDAO6lyTmowAt5JldNgCBAgQIAAAQIECBAgQIDAaAQEvKMphY5sQkDAuwlFbWxDQMC7DVVtEiBAgAABAgQIECBAgAABAgJec2BSAgLeSZVzUoMR8E6qnAZDgAABAgQIECBAgAABAgRGIyDgHU0pdGQTAgLeTShqYxsCAt5tqGqTAAECBAgQIECAAAECBAgQEPCaA5MSEPBOqpyTGoyAd1LlNBgCBAgQIECAAAECBAgQIDAaAQHvaEqhI5sQEPBuQlEb2xAQ8G5DVZsECBAgQIAAAQIECBAgQICAgNccmJSAgHdS5ZzUYAS8kyqnwRAgQIAAAQIECBAgQIAAgdEICHhHUwod2YSAgHcTitrYhoCAdxuq2iRAgAABAgQIECBAgAABAgQEvObApAQEvJMq56QGI+CdVDkNhgABAgQIECBAgAABAgQIjEZAwDuaUujIJgQEvJtQ1MY2BAS821DVJgECBAgQIECAAAECBAgQICDgNQcmJSDgnVQ5JzUYAe+kymkwBAgQIECAAAECBAgQIEBgNAIC3tGUQkc2ISDg3YSiNrYhIODdhqo2CRAgQIAAAQIECBAgQIAAAQGvOTApAQHvpMo5qcEIeCdVToMhQIAAAQIECBAgQIAAAQKjERDwjqYUOrIJAQHvJhS1sQ0BAe82VLVJgAABAgQIECBAgAABAgQICHjNgUkJCHgnVc5JDUbAO6lyGgwBAgQIECBAgAABAgQIEBiNgIB3NKXQkU0ICHg3oaiNbQgIeLehqk0CBAgQIECAAAECBAgQIEBAwGsOTEpAwDupck5qMALeSZXTYAgQIECAAAECBAgQIECAwGgEBLyjKYWObEJAwLsJRW1sQ0DAuw1VbRIgQIAAAQIECBAgQIAAAQICXnNgUgIC3kmVc1KDEfBOqpwGQ4AAAQIECBAgQIAAAQIERiMg4B1NKXRkEwIC3k0oamMbAgLebahqkwABAgQIECBAgAABAgQIEBDwmgOTEhDwTqqckxqMgHdS5TQYAgQIECBAgAABAgQIECAwGgEB72hKoSObEBDwbkJRG9sQEPBuQ1WbBAgQIECAAAECBAgQIECAgIDXHJiUgIB3UuWc1GAEvJMqp8EQIECAAAECBAgQIECAAIHRCAh4R1MKHdmEgIB3E4ra2IaAgHcbqtokQIAAAQIECBAgQIAAAQIEBLzmwKQEBLyTKuekBiPgnVQ5DYYAAQIECBAgQIAAAQIECIxGQMA7mlLoyCYEBLybUNTGNgQEvNtQ1SYBAgQIECBAgAABAgQIECAg4DUHJiUg4J1UOSc1GAHvpMppMAQIECBAgAABAgQIECBAYDQCAt7RlEJHNiEg4N2Eoja2ISDg3YaqNgkQIECAAAECBAgQIECAAAEBrzkwKQEB76TKOanBCHgnVU6DIUCAAAECBAgQIECAAAECoxEQ8I6mFDqyCQEB7yYUtbENAQHvNlS1SYAAAQIECBAgQIAAAQIECAh4zYFJCQh4J1XOSQ1GwDupchoMAQIECBAgQIAAAQIECBAY1kkZQgAAIABJREFUjYCAdzSl0JFNCAh4N6GojW0ICHi3oapNAgQIECBAgAABAgQIECBAQMBrDkxKQMA7qXJOajAC3kmV02AIECBAgAABAgQIECBAgMBoBAS8oymFjmxCQMC7CUVtbENAwLsNVW0SIECAAAECBAgQIECAAAECAl5zYFICAt5JlXNSgxHwTqqcBkOAAAECBAgQIECAAAECBEYjIOAdTSl0ZBMCAt5NKGpjGwIC3m2oapMAAQIECBAgQIAAAQIECBAQ8JoDkxIQ8E6qnJMajIB3UuU0GAIECBAgQIAAAQIECBAgMBoBAe9oSjGujlTVHSLiisz8xCo9q6ozMvOKVe5d5x4B7zp67t2mgIB3m7raJkCAAAECBAgQIECAAAEChysg4J1w7avqgoi4T0S8LDP/+VFDraobR8T3RsRjI+KOEfGZETGbG5+KiEsj4gmZ+aaTcVXVT0fEIyPiNt397d53R8TzM/P5u6AW8O5C2TNWERDwrqLmHgIECBAgQIAAAQIECBAgQGCZgIB3mdCenq+qB0bE67ug9YLMPPckAe8zIuLZA4b61Mz80fnrqur6EXFhFyYf1cwLMvNJA56x1iUC3rX43LxFAQHvFnE1TYAAAQIECBAgQIAAAQIEDlhAwDuh4lfV4yPioV3QenZvFe5xAt4/j4i2Urf9t4XCLSi+ScdUEfH5mXlxn62qXtqt/m3f/khEvLhr42ER8Q0Rcb3u+sdlZju3tUPAuzVaDa8pIOBdE9DtBAgQIECAAAECBAgQIECAwEIBAe+EJkZVteD17guGtCzg/aaIaFs4fEdmXjJ/f1W9JSK+qPv+8zLzKXMBb9un90YR0bZkODsz3z47X1VfHxHndV9fnJn32Ca5gHebutpeR0DAu46eewkQIECAAAECBAgQIECAAIGjBAS8E5obVfWsiHhwb0hf0f37pAHvMoKqekREvLq77g2Z2Vb1XnN0q4Z/ofvyJZn5zfPtVVULfO/cff/WmXn5smeuel7Au6qc+7YtIODdtrD2CRAgQIAAAQIECBAgQIDAYQoIeCdc96pqWyq0Y92At237cP6itqrqlyPi0d25R2XmKxYEvD8TEd/aff/bMvNnt8Uu4N2WrHbXFRDwrivofgIECBAgQIAAAQIECBAgQGCRgIB3wvNigwHvCyPi2zuqF2bmd87YquoNEfGA7usbZmbbpuE6R1W1Vb2zvXefk5nP3Ba7gHdbstpdV0DAu66g+wkQIECAAAECBAgQIECAAAEB74HNgU0EvFV104i4ottjtwneZW6P3b+IiLu1E5m58A8GVfVVEfGajv9FmfmEbZVCwLstWe2uKyDgXVfQ/QQIECBAgAABAgQIECBAgICA98DmwIYC3j+OiC/o6H4/M7+0z1hV742IW0fE1Zl5/UXEVXW/iLiwO/dbmdm2fLjmOPu+D3nIJsty5Tsu/b4HffgBDznnqnM22ay2CKwt8NqbnH/VX97sr3/ijM++6yvXbkwDBAgQIECAAAECBAgQOHCBSy563esOnMDwCVwrYIuGCU+GdQPeuf11PxoRt8vMD80FvO+LiFtGxKcz8wZHBLz3jog/WBzwnjvbJ3gjlfjoZe+O+19+rxDwboRTIxsUOP+034x33fbKOO30MzfYqqYIECBAgAABAgQIECBwmAKXXPTbMq3DLL1RLxDwwzDhabFOwFtVbc/ctnduO66KiHtn5sXzXFX1joi4U0RUZl7viIC3/5K28zLzsbPrzr7vl1+wyRJ8+N3vuseXvv8+Zwp4N6mqrU0IvPa0869+523ef+nNbnnWezbRnjYIECBAgAABAgQIECBwyAKXXHTBlx/y+I2dQF9AwDvh+bBqwFtVvxQRj+lo2kvTHpCZFx0R3rbv36edO8kevC3QfWl3//My8ynbYrcH77ZktbuugD141xV0PwECBAgQIECAAAECBAgQILBIQMA74Xlx3IC3qtoK3NdHxGyf3Y9FxBcvWrk7Y6uqV0fEI7qvvzAz3zpPWlXPjYind99/cmb++LbYBbzbktXuugIC3nUF3U+AAAECBAgQIECAAAECBAgIeA9sDhwn4K2qm3b75N61Y/pARNwzM//mZGxV9eyIeEZ3zY9m5lMXBLxt/922D2877puZb9lWKQS825LV7roCAt51Bd1PgAABAgQIECBAgAABAgQICHgPbA4MDXir6s4R0ULXz+qI2r6695p/odoivqq6eUR8sO3QEBFXRMRZmfl3s2urqu3P+7aIaKuDr8jMrb5hSsB7YJN8j4Yr4N2jYukqAQIECBAgQIAAAQIECBDYIwFbNOxRsZZ1tQtbT+tdN3uZ0xsj4utm38/My/ptVVW77rbd9z4aEc9sL007yfNenZmX9kLcN7WtHLqvL4yIJ7atGqrq3Ig4LyJu1Z37kcx82rJxrHNewLuOnnu3KSDg3aautgkQIECAAAECBAgQIECAwOEKCHgnVPuqujgi7j5gSHedC2jbyttZCDvg9nhOZrYQ+Jqjqs6JiDdHxE16N7eAuD+/3hkR52Rm29d3a4eAd2u0Gl5TQMC7JqDbCRAgQIAAAQIECBAgQIAAgYUCAt4JTYyq+rMWog4Y0l0y8+29gPbyiDhjwH2zS34gM7+/f31VtRXALeS9/Vw7Leh9Q0Q8pL91wzGedaxLBbzH4nLxDgUEvDvE9igCBAgQIECAAAECBAgQIHBAAgLeAyr2Lobavazt4e0FbRHx+oi4YBfB7mxsAt5dVNkzVhEQ8K6i5h4CBAgQIECAAAECBAgQIEBgmYCAd5mQ83slIODdq3IdVGcFvAdVboMlQIAAAQIECBAgQIAAAQI7ExDw7ozag3YhIODdhbJnrCIg4F1FzT0ECBAgQIAAAQIECBAgQIDAMgEB7zIh5/dKQMC7V+U6qM4KeA+q3AZLgAABAgQIECBAgAABAgR2JiDg3Rm1B+1CQMC7C2XPWEVAwLuKmnsIECBAgAABAgQIECBAgACBZQIC3mVCzu+VgIB3r8p1UJ0V8B5UuQ2WAAECBAgQIECAAAECBAjsTEDAuzNqD9qFgIB3F8qesYqAgHcVNfcQIECAAAECBAgQIECAAAECywQEvMuEnN8rAQHvXpXroDor4D2ochssAQIECBAgQIAAAQIECBDYmYCAd2fUHrQLAQHvLpQ9YxUBAe8qau4hQIAAAQIECBAgQIAAAQIElgkIeJcJOb9XAgLevSrXQXVWwHtQ5TZYAgQIECBAgAABAgQIECCwMwEB786oPWgXAgLeXSh7xioCAt5V1NxDgAABAgQIECBAgAABAgQILBMQ8C4Tcn6vBAS8e1Wug+qsgPegym2wBAgQIECAAAECBAgQIEBgZwIC3p1Re9AuBAS8u1D2jFUEBLyrqLmHAAECBAgQIECAAAECBAgQWCYg4F0m5PxeCQh496pcB9VZAe9BldtgCRAgQIAAAQIECBAgQIDAzgQEvDuj9qBdCAh4d6HsGasICHhXUXMPAQIECBAgQIAAAQIECBAgsExAwLtMyPm9EhDw7lW5DqqzAt6DKrfBEiBAgAABAgQIECBAgACBnQkIeHdG7UG7EBDw7kLZM1YREPCuouYeAgQIECBAgAABAgQIECBAYJmAgHeZkPN7JSDg3atyHVRnBbwHVW6DJUCAAAECBAgQIECAAAECOxMQ8O6M2oN2ISDg3YWyZ6wiIOBdRc09BAgQIECAAAECBAgQIECAwDIBAe8yIef3SkDAu1flOqjOCngPqtwGS4AAAQIECBAgQIAAAQIEdiYg4N0ZtQftQkDAuwtlz1hFQMC7ipp7CBAgQIAAAQIECBAgQIAAgWUCAt5lQs7vlYCAd6/KdVCdFfAeVLkNlgABAgQIECBAgAABAgQI7ExAwLszag/ahYCAdxfKnrGKgIB3FTX3ECBAgAABAgQIECBAgAABAssEBLzLhJzfKwEB716V66A6K+A9qHIbLAECBAgQIECAAAECBAgQ2JmAgHdn1B60CwEB7y6UPWMVAQHvKmruIUCAAAECBAgQIECAAAECBJYJCHiXCTm/VwIC3r0q10F1VsB7UOU2WAIECBAgQIAAAQIECBAgsDMBAe/OqD1oFwIC3l0oe8YqAgLeVdTcQ4AAAQIECBAgQIAAAQIECCwTEPAuE3J+rwQEvHtVroPqrID3oMptsAQIECBAgAABAgQIECBAYGcCAt6dUXvQLgQEvLtQ9oxVBAS8q6i5hwABAgQIECBAgAABAgQIEFgmIOBdJuT8XgkIePeqXAfVWQHvQZXbYAkQIECAAAECBAgQIECAwM4EBLw7o/agXQgIeHeh7BmrCAh4V1FzDwECBAgQIECAAAECBAgQILBMQMC7TMj5vRIQ8O5VuQ6qswLegyq3wRIgQIAAAQIECBAgQIAAgZ0JCHh3Ru1BuxAQ8O5C2TNWERDwrqLmHgIECBAgQIAAAQIECBAgQGCZgIB3mZDzeyUg4N2rch1UZwW8B1VugyVAgAABAgQIECBAgAABAjsTEPDujNqDdiEg4N2FsmesIiDgXUXNPQQIECBAgAABAgQIECBAgMAyAQHvMiHn90pAwLtX5Tqozgp4D6rcBkuAAAECBAgQIECAAAECBHYmIODdGbUH7UJAwLsLZc9YRUDAu4qaewgQIECAAAECBAgQIECAAIFlAgLeZULO75WAgHevynVQnRXwHlS5DZYAAQIECBAgQIAAAQIECOxMQMC7M2oP2oWAgHcXyp6xisAeBbzXj4gbrzJG9xDYssCnI+KTW36G5gkQIECAAAECBAgQILB3AgLevSuZDp9MQMBrfoxVYF8C3tve4ra/clVe9cixOurX4QrcoG5w2Sev98kHfeADH3jX4SoYOQECBAgQIECAAAECBE4UEPCaFZMSEPBOqpyTGsy+BLxnnX7WOx/zocd8zhlXnzEpf4PZf4EX3/zFH7w8Ln/4hz70oTfu/2iMgAABAgQIECBAgAABApsTEPBuzlJLIxAQ8I6gCLqwUEDAa2IQWE9AwLuen7sJECBAgAABAgQIEJiugIB3urU9yJEJeA+y7HsxaAHvXpRJJ0csIOAdcXF0jQABAgQIECBAgACBUyog4D2l/B6+aQEB76ZFtbcpAQHvpiS1c6gCAt5DrbxxEyBAgAABAgQIECCwTEDAu0zI+b0SEPDuVbkOqrMC3oMqt8FuQUDAuwVUTRIgQIAAAQIECBAgMAkBAe8kymgQMwEBr7kwVgEB71gro1/7IiDg3ZdK6ScBAgQIECBAgAABArsWEPDuWtzztiog4N0qr8bXEBDwroHnVgIRIeA1DQgQIECAAAECBAgQILBYQMBrZkxKQMA7qXJOajAC3kmV02BOgYCA9xSgeyQBAgQIECBAgAABAnshIODdizLp5FABAe9QKdftWkDAu2txz5uagIB3ahU1HgIECBAgQIAAAQIENiUg4N2UpHZGISDgHUUZdGKBgIDXtCCwnoCAdz0/dxMgQIAAAQIECBAgMF0BAe90a3uQIxPwHmTZ92LQAt69KJNOjlhAwDvi4ugaAQIECBAgQIAAAQKnVEDAe0r5PXzTAgLeTYtqb1MCAt5NSWrnUAUEvIdaeeMmQIAAAQIECBAgQGCZgIB3mZDzeyUg4N2rch1UZwW8B1Vug92CgIB3C6iaJECAAAECBAgQIEBgEgIC3kmU0SBmAgJec2GsAgLesVZGv/ZFQMC7L5XSTwIECBAgQIAAAQIEdi0g4N21uOdtVUDAu1Veja8hIOBdA8+tBCJCwGsaECBAgAABAgQIECBAYLGAgNfMWChQVTeIiJtk5pWrEFXVGZl5xSr3rnOPgHcdPfduU0DAu01dbR+CgID3EKpsjAQIECBAgAABAgQIrCIg4F1FbU/uqaoLIuI+EfGyzPzny7pdVbeIiF+NiHtHxOnd9R+LiLdHxHdk5u+drI2q+umIeGRE3CYi2tz6VES8OyKen5nPX/b8TZwX8G5CURvbEBDwbkNVm4ckIOA9pGobKwECBAgQIECAAAECxxEQ8B5Ha4+uraoHRsTru6D1gsw8d0k4e6eI+MNesDt/+dUR8Q2Z+fL5E1V1/Yi4sAuTj3rMCzLzSdsmFPBuW1j7qwoIeFeVcx+BvxcQ8JoJBAgQIECAAAECBAgQWCwg4J3QzKiqx0fEQ7ug9ewu3G0jHBLwtpW2t+843hER/y0iLo+Ir4uIWThcEXFmZr6vz1ZVL42Ix3bf+0j7/8Mj4k0R8bAWCkfE9bpzj8vMdm5rh4B3a7QaXlNAwLsmoNsPXkDAe/BTAAABAgQIECBAgAABAkcICHgnNDWq6uKIuPuCIZ004K2qz4+IP+nu+5uIuGNm/t2snar6hYho4XE72nYL/7L/jKr6RETcqNuS4ezMbFs6XHNU1ddHxHndlxdn5j22SS7g3aauttcREPCuo+deAlbwmgMECBAgQIAAAQIECBA4SkDAO6G5UVXPiogH94b0Fd2/lwW8r4yIf9Jd+9WZ+aq5ALetwG376bb/vj8zb9ULcFvw2wLgdrwkM795nrSqWuB75+77t87MtjJ4K4eAdyusGt2AgIB3A4iaOGgBK3gPuvwGT4AAAQIECBAgQIDASQQEvBOeHlXVtlRox7KA97KIOKstuI2IG/RX7854quptEfG53defMbumqn45Ih7dff9RmfmKedKq+pmI+Nbu+9+WmT+7LXYB77ZktbuugIB3XUH3H7qAgPfQZ4DxEyBAgAABAgQIECBwlICAd8Jz4xgBb9s397SI+EBm3nIRSVW14PZrunN3zcxL27+r6g0R8YDu+zfMzLbS9zpHVbVVvbO9d5+Tmc/cFruAd1uy2l1XQMC7rqD7D11AwHvoM8D4CRAgQIAAAQIECBAQ8B7gHDhGwNtC2c+IiMsy83ZHBLz9fXgfnpm/0QW8fxERd2v/zsyFfzCoqq+KiNd07b4oM5+wrXIIeLclq911BQS86wq6/9AFBLyHPgOMnwABAgQIECBAgAABAe8BzoEhAW9VtX11Zy9Ue3tm3uWIgPfHI+JJ3bknZeYLuoD3vRFx64i4OjOvf8S994uIC7tzv5WZD51dd/Z9v/yCTZbmw+9+1z2+9P33OfOcq87ZZLPaIrC2wGtPO//qd97m/Zfe7JZnvWftxrbYwJXv+Kv7P/oDX3ujM64+Y4tP0TSB4wv84i1e8ulP3+7mb73xaTf/0PHvdgcBAgQIECBAgMDUBC656IIvn9qYjIfAqgK2aFhVbg/uGxjw3igiPtEN5y8z8/OOCGn/Q0T8q+5cP+B9X0S0bR0+nZk3OOLee0fEH3Tn5gLec2f7BG9E9KOXvTvuf/m9QsC7EU6NbFDg/NN+M9512yvjtNPP3GCrm2/qyr/+y3j0+782BLybt9XiegIvPv0lUbf/rLjhZ950vYbcTYAAAQIECBAgMAmBSy76bZnWJCppEJsQ8MOwCcWRtjEk4G1dr6qr2w4LEfGuzLzjESFtezHat3TnHpOZL+/ufUdE3Kk1k5ltNfAJR1W1FbvndyfOy8zHzi46+74Pecgm+a58x6Xf96APP+AhAt5NqmprEwKvvcn5V/3lzf76J8747Lu+chPtbauND156yUsf86HH3EbAuy1h7a4q8OKb/+JHPvpZ8b2nn3mHi1dtw30ECBAgQIAAAQLTEbjkote9bjqjMRIC6wkIeNfzG/Xdxwh4Px4RN46I92bmWUeEtL8UEY/pzt07M/+o/buqLoqI+7R/n2QP3hbovrS793mZ+ZRtwdmDd1uy2l1XwB686wq6/9AF7MF76DPA+AkQIECAAAECBAgQOEpAwDvhuXGMgPfyiGgbbl6VmW3LhhOOqmpbLLStFtpxWmZ+rAt4Xx0Rj+i+/4WZ+db5m6vquRHx9O77T87Mtp/vVg4B71ZYNboBAQHvBhA1cdACAt6DLr/BEyBAgAABAgQIECBwEgEB74SnxzEC3rdExBctCWnbPr0t/P1UZt5wxlZVz46IZ3Rf/2hmPnVBwNsPh++bme15WzkEvFth1egGBAS8G0DUxEELCHgPuvwGT4AAAQIECBAgQICAgPcw58AxAt7+Fgqvycx/3Berqm+OiBd33/u1zHxkL+C9eUR8sNvD94qIOCsz/653vu3P+7aIaPvzXpGZW33DlID3MOf6PoxawLsPVdLHMQsIeMdcHX0jQIAAAQIECBAgQOBUCljBeyr1N/zsqmph62m9Zt/T/fuNEfF1s+9n5mXzj66q2T687dQLIqJtq/CBiGjh7891AW07d+3+u70Q900R8cXd1xdGxBPbVg1VdW5EnBcRt+rO/UhmPm3Dw75OcwLebepqex0BAe86eu4lECHgNQsIECBAgAABAgQIECCwWEDAO6GZUVXtzeJ3HzCku2bmpf3rqurxEfHz3Urco5r4pcz8hgXh8DkR8eaIuEnvXM219c6IOGe2d++APq50iYB3JTY37UBAwLsDZI+YtICAd9LlNTgCBAgQIECAAAECBNYQEPCugTe2W6vqz1qIOqBfd8nMty8Iav9RRPzqXFDbLrs6Itr+ukeuvq2q23Yh7+3n2m1B7xsi4iH9rRsG9HGlSwS8K7G5aQcCAt4dIHvEpAUEvJMur8ERIECAAAECBAgQILCGgIB3Dbyp3tqFtV8TEbeMiF/PzD8aOtaqumlEPDwi7hkRr4+IC3YR7M76J+AdWinX7VpAwLtrcc+bmoCAd2oVNR4CBAgQIECAAAECBDYlIODdlKR2RiEg4B1FGXRigYCA17QgsJ6AgHc9P3cTIECAAAECBAgQIDBdAQHvdGt7kCMT8B5k2fdi0ALevSiTTo5YQMA74uLoGgECBAgQIECAAAECp1RAwHtK+T180wIC3k2Lam9TAgLeTUlq51AFBLyHWnnjJkCAAAECBAgQIEBgmYCAd5mQ83slIODdq3IdVGcFvAdVboPdgoCAdwuomiRAgAABAgQIECBAYBICAt5JlNEgZgICXnNhrAIC3rFWRr/2RUDAuy+V0k8CBAgQIECAAAECBHYtIODdtbjnbVVAwLtVXo2vISDgXQPPrQQiQsBrGhAgQIAAAQIECBAgQGCxgIDXzJiUgIB3UuWc1GAEvJMqp8GcAgEB7ylA90gCBAgQIECAAAECBPZCQMC7F2XSyaECAt6hUq7btYCAd9finjc1AQHv1CpqPAQIECBAgAABAgQIbEpAwLspSe2MQkDAO4oy6MQCAQGvaUFgPQEB73p+7v7/2bsTeMuq8s77/wdkkJKi0GJSRNFoAAdQUF+nFpG0Gk2iAYeArSYaE/UVtWMcorbJ6xBtY9Jlm2ha09EgieIQY3xjIgrGIQmKmqhNcAJFEAklVDFZQFFPf1axLxwut+rce9dee++1nt/5fPKx6py9nrWe77Ptlr/HfRBAAAEEEEAAAQQQQKBdAQLedmcbsjMC3pBjr6JpAt4qxsQhJyxAwDvh4XA0BBBAAAEEEEAAAQQQGFUgRMDr7odKeqGkn5F0rqS/NLNvjirP5kUECHiLsFK0BwEC3h4QKRFagIA39PhpHgEEEEAAAQQQQAABBHYi0ETA6+6XSbpj1+frzOwNCz27+29K+hNJi3vdYGYv4e5oS4CAt615ttQNAW9L06SXMQQIeMdQZ08EEEAAAQQQQAABBBCoQaD6gNfdHynpcx32Vkl3MrMr09/d/S6SLpS0yw6G8drZMLiGgXHGnQsQ8HKHTFWAgHeqk+FctQgQ8NYyKc6JAAIIIIAAAggggAACQwu0EPCeLukpHdyfm9mvLSC6+7sk/cYM6gWStkg6vHvvWkl7m9m2oeHZr4wAAW8ZV6rmCxDw5htSIbYAAW/s+dM9AggggAACCCCAAAII7FighYD3a5KO6lo83MzOmwl4L5Z05+7v7zWzX01/dvcvSHp49/7TzeyD3CRtCBDwtjHHFrsg4G1xqvQ0pAAB75Da7IUAAggggAACCCCAAAI1CbQQ8F4i6UBJ28xs11l8d79x5vEMdzOz9LiGFPC+VNIfdte+xcxeWdPQOOuOBQh4uTumKkDAO9XJcK5aBAh4a5kU50QAAQQQQAABBBBAAIGhBVoIeDdLWivpSjPbZwHQ3R8g6avd3681szUzn91D0ve6v3/MzJ48NDz7lREg4C3jStV8AQLefEMqxBYg4I09f7pHAAEEEEAAAQQQQACBHQu0EPCmoDYFti5pNzNL39pN39J9u6QXda1/w8zuPxPwpkc6pEc7pNcnzeznuUnaECDgbWOOLXZBwNviVOlpSAEC3iG12QsBBBBAAAEEEEAAAQRqEmgh4P20pMd06E82s491Ae+V6QfUuvffaWYvmAl4XyHpzd3fN5jZS2oaGmfdsQABL3fHVAUIeKc6Gc5ViwABby2T4pwIIIAAAggggAACCCAwtEALAe+vSfqzDu46SR+W9AhJd5vBvI+ZnTsT8H5G0nHd33/VzN47NDz7lREg4C3jStV8AQLefEMqxBYg4I09f7pHAAEEEEAAAQQQQACBHQtUH/Cm1tz9x5IO2EGbPzSzQ2bC3YMlpR9bW+j9HmZ2ATdJGwIEvG3MscUuCHhbnCo9DSlAwDukNnshgAACCCCAAAIIIIBATQKtBLzp+bpfmHkkw8IMbpB0fzM7bybg/aykR3V/v8TM7lzTwDjrzgUIeLlDpipAwDvVyXCuWgQIeGuZFOdEAAEEEEAAAQQQQACBoQWaCHgTmruvlfR6SY+UtGf3I2ovNrONs6ju/gNJa7r33mhmfzQ0OvuVEyDgLWdL5TwBAt48P1YjUEvAu2bNmgN32223Hf2vihgkAqMJ3HDDDZdec8016X/1xgsBBBBAAAEEEECgMYFmAt7G5kI7qxQg4F0lHMuKCxDwFidmg8YFKgl4b3fQPgedv6fvuW/j46C9CgW22JYrLtl8yd0lbavw+BwZAQQQQAABBBBAYCcCBLzcHk0JEPA2Nc6mmiHgbWqcNDOCQCUB7x53XHfHa07ZdMquIxAqUNc4AAAgAElEQVSxJQI7FdiwbsO2KzZdsYekrVAhgAACCCCAAAIItCXQVMDr7uk/tD5X0gMkHS7pjpK+Z2ZPXBibu7+0ez+99Vdmdm5bI43dDQFv7PlPuXsC3ilPh7PVIEDAW8OUOOOUBQh4pzwdzoYAAggggAACCOQJNBPwuvuLJb25e/7urMpVZpaez7v95e7/Lumw7q+fMbPj8whZPSUBAt4pTYOzzAoQ8HI/IJAnQMCb58dqBAh4uQcQQAABBBBAAIF2BZoIeN39f0hKAe9Sr8UB7xGS/k934fVmlr71y6sRAQLeRgbZYBsEvA0OlZYGFSDgHZSbzRoUIOBtcKi0hAACCCCAAAIIdALVB7zunh7H8BVJC738JD16QdITJB0q6VYBb+rb3c/vPkt/fYyZnckd0YYAAW8bc2yxCwLeFqdKT0MKEPAOqc1eLQoQ8LY4VXpCAAEEEEAAAQRuEmgh4P2QpBO7gZ5pZo/pQtxPSnrcDgLeFAA/vVvzSjN7CzdEGwIEvG3MscUuCHhbnCo9DSlAwDukNnu1KEDA2+JU6QkBBBBAAAEEEGgn4F34Nm76ReC9zWzLMgLe50h6T3cTnGpmz+SGaEOAgLeNObbYBQFvi1OlpyEFCHiH1GavFgUIeFucKj0hgAACCCCAAALtBLw/7X5Y7UdmdpeFwbr7zr7Be4ykL3fXftLMfp4bog0BAt425thiFwS8LU6VnoYUIOAdUpu9WhQg4G1xqvSEAAIIIIAAAgi0E/Bemb65K+lCM7vbTMD7d5Iev4NHNMx+g/cPzOy3uSHaECDgbWOOLXZBwNviVOlpSAEC3iG12atFAQLeFqdKTwgggAACCCCAQDsB779Jur+k681sj5mAd2ff4P1E9yNs6fKnm9kHuSHaECDgbWOOLXZBwNviVOlpSAEC3iG12atFAQLeFqdKTwgggAACCCCAQDsB759LenY30Dea2WvSn3f0iAZ3P0LSN2d+YO7OZnYJN0QbAgS8bcyxxS4IeFucKj0NKUDAO6Q2e7UoQMDb4lTpCQEEEEAAAQQQaCfgTd/e/dcusHVJv2Vmf7RUwOvuT5P0PkkL3/T9ppndj5uhHQEC3nZm2VonBLytTZR+hhYg4B1anP1aEyDgbW2i9IMAAggggAACCNwiYC1guPt/lzT7HN3/kLSm+78U+p4t6R6S9p/pN73/M2Z2fgsG9HCTAAEvd8JUBQh4pzoZzlWLAAFvLZPinFMVIOCd6mQ4FwIIIIAAAgggkC/QRMCbGNz985IesUySFO6+1szeuMzruawSAQLeSgYV8JgEvAGHTsu9ChDw9spJsYACtQS8++6770mSDg04IlqeuMDWrVs/dNVVV3174sfkeAgggAACQQWaCXi7kPeXJaVn8q7dyTx/IOnnzezcoDNvum0C3qbHW3VzBLxVj4/DT0CAgHcCQ+AIVQvUEPDuvffeD1u3y7ozDr/u8L2qxubwzQlca9fqO7t/54eXbr70kOaaoyEEEEAAgSYEmgp4u5B3F0kPlPRwSUd3j2W4qHtMwz+aGf+taxO37tJNEPA2PNzKWyPgrXyAHH90AQLe0UfAASoXqCTgffgBdsAnnnHlM9ZVzs3xGxO4bNfL9OE7fPj7l26+lG+XNzZb2kEAAQRaEWgu4G1lMPSxOgEC3tW5saq8AAFveWN2aFuAgLft+dJdeQEC3vLG7NCuAAFvu7OlMwQQQKAVAQLeViZJH9sFCHi5EaYqQMA71clwrloECHhrmRTnnKoAAe9UJ8O5ahAg4K1hSpwRAQQQiC1AwBt7/s11T8Db3EibaYiAt5lR0shIAgS8I8GzbTMCBLzNjJJGRhAg4B0BnS0RQAABBFYkUE3A6+6/JemlK+pueRf/Z35wbXlQNVxFwFvDlGKekYA35tzpuj8BAt7+LKkUU4CAN+bc6bofAQLefhypggACCCBQTqCmgPdUSc8oQPEYMzuzQF1KjiBAwDsCOlsuS4CAd1lMXITADgUIeLk5EMgTIODN82N1bAEC3tjzp3sEEECgBgECXomAt4Y7dZlnJOBdJhSXDS5AwDs4ORs2JkDA29hAaWdwAQLewcnZsCEBAt6GhkkrCCCAQKMCNQW8h0h6QIE5/L2ZXVegLiVHECDgHQGdLZclQMC7LCYuQmCHAgS83BwI5AkQ8Ob5sTq2AAFv7PnTPQIIIFCDQDUBbw2YnHF8AQLe8WfACZYWIODlzkAgT4CAN8+P1QgQ8HIPILB6AQLe1duxEgEEEEBgGAEC3mGc2WUgAQLegaDZZsUCBLwrJmMBArcSIODlhkAgT4CAN8+P1bEFCHhjz5/uEUAAgRoECHhrmBJnXLYAAe+yqbhwYAEC3oHB2a45AQLe5kZKQwMLEPAODM52TQkQ8DY1TppBAAEEmhRoLuB19/WS/pOkPZY5sb82sy3LvJbLJi5AwDvxAQU+HgFv4OHTei8CBLy9MFIksAABb+Dh03q2AAFvNiEFEEAAAQQKCzQT8Lr7H0p6oaTdV2j2GDM7c4VruHyiAgS8Ex0MxxIBLzcBAnkCBLx5fqxGgICXewCB1QsQ8K7ejpUIIIAAAsMINBHwuvvfSnriKskIeFcJN8VlBLxTnApnSgIEvNwHCOQJEPDm+bEaAQJe7gEEVi9AwLt6O1YigAACCAwjUH3A6+6HSjp/hmubpGsk7d29d7mkTTOfp+sX+k7rnmBm5w3DXc8u7n6ApH3M7NurOXV6VIaZbVzN2pw1BLw5eqwtKUDAW1KX2hEECHgjTJkeSwoQ8JbUpXbrAgS8rU+Y/hBAAIH6BVoIeD8k6cRuFN+XdJik4yV9onvv2Wb2voVRuft7JD2n+/vrzOz/q3+M/XTg7sdJSj53k7TLTNWrJb1T0qvM7MYd7ebu7+6+SZ3C4XRv3SDpIkkbzGxDP6fceRUC3iGU2WM1AgS8q1FjDQK3CBDwcjcgkCdAwJvnx+rYAgS8sedP9wgggEANAi0EvN+QdN8O+4Fm9jV3T39P76fXq83sTTMB766SNktaI+l6Sbc3s/St39Avd3+XpN+Yg/BjSYeYWQpub365ezI9W9LRO1n/DjN7UWlkAt7SwtRfrQAB72rlWIfATQIEvNwJCOQJEPDm+bE6tgABb+z50z0CCCBQg0ALAe8lkg5M3xY1s+0/sObud5B0VTeAPzezX1sUSKZv9z6he+85Zva/axhWqTO6+y9L+khX/zpJ6Zu46Ru7P+l+uO75ktZ3n/+DmT1ukecHJD2tey992/dUSV+S9FhJT535NvAzzSx9VuxFwFuMlsKZAgS8mYAsDy9AwBv+FgAgU4CANxOQ5aEFCHhDj5/mEUAAgSoEWgh4r+yet7vFzG6/oO7u6Vu5qb8vmdlDFgWSL5H0R917f2lmJ1cxrUKHdPdzZr59e5yZnbXIa62k9Dzd3SRda2bp2883v9x9i6Q9ukcyHGZmNz8T2d2fIun07uJzzew+hdrYXpaAt6QutXMECHhz9FiLAN/g5R5AIFeAgDdXkPWRBQh4I0+f3hFAAIE6BFoIeC+VtL+kbWaWHhWw/eXu6cfV9pV0uZndaVEgORs6fsHMHlnHuMqc0t3ToxfSc3PTa52ZpUdY3Orl7ulZundJb5rZzfeNuz9L0nu7i08zs2cssTYFvunH7dJrfzO7rEwnBLylXKmbL0DAm29IhdgCfIM39vzpPl+AgDffkApxBQh4486ezhFAAIFaBFoIeL8t6V4d+HozS48VSAHvpyT9XPf+rR4NsOiH1j5jZulH2cK+FlmlH0RL33C+1cvd06Mb0iMwLjGzOy986O4flnRC9/cnm9nHllg7+8N2zzWzPyuFzTd4S8lSN1eAgDdXkPXRBQh4o98B9J8rQMCbK8j6yAIEvJGnT+8IIIBAHQItBLyfl/SIjvuVZvaW9Gd3f6Gkd3TvXyvpdZLSs2LTv6Zn8u7SffZGM3tNHeMqc8pFj1FIm/ytpJPMLD1PN1m+QtKbu93faWYvmAl4vyjpYd3fd1/8A2zd+vSt3oVn777BzF5bphO+wVvKlbr5AgS8+YZUiC1AwBt7/nSfL0DAm29IhbgCBLxxZ0/nCCCAQC0CLQS8b5X0sg78X83sAV2omH5oLT2+Ya+dDGOrpEPMLP1QW+iXu6cfmvvVGYT0DOPPSfqepOd0738thblmlp65u/3l7t+SdO/059lHN8xiunv6UbZPdu+9z8yeXQqbb/CWkqVurgABb64g66MLEPBGvwPoP1eAgDdXkPWRBQh4I0+f3hFAAIE6BFoIeB8s6eMd94Vmlv6+ED6mH1f75+7H1paayMvM7G11jKr8Kd39ryQ9fQc7fc3MHrj4M3df8hnIiwLeNJOzu/du9UiMw4459tg+O9t8wXdf98irHnbsEdcf0WdZaiGQLfCpvc64/tt7f/+P19/1Xgv/71V2zRIFNn33vA+ceOWJB6zftr5EeWoisGqBU9e+/+pr9tUr1u138LmrLlJ44XVbfrrb5ou+8/enbDpl4X8lVHhHyiOwfIEN6zb4vocc9nO7777HjctfNeyVmy774X33vmKX3z/5ypPTFzV4ITAZgZsC3o/8eN97HfYrkzkUB0EAAZ13zmc/CwMCCNwkUH3AO2+Q7v7Lkl4u6UhJe6YvnXbf7H2WmaXn9PK66Zu4fyrpeR3GP3bffD5m0T1ylqQnmll65MX2l7unZx7fUdJWM9ttKUx3T9+q/mr32aKA97g0j95e11xykR562VEi4O2NlEI9CZyx5tO68KDNWrNuv54qlimz+fvf1gmXP0kEvGV8qbp6gVPXnSa/y77a/fbTzX22bdumjed/Q6dsetHqG2UlAoUENqzboP3veaTMpvvfP1z306t0u4s36+RNJxVSoCwCqxNIAe9H131c+xy68NMvq6vDKgQQ6FfgvHPObD7T6leMai0LhPo3g7vvZ2aXtTzQ1fTm7unZxE/r1v6pmf1m+rO7p3+KfoOk9Dzj23WfX2pmBy7s4+4XSLp7utx28E8M7p5+xO6Mbs3pZrawlw475tEpNO7tddVFF97n4ZcfvR8Bb2+kFOpJ4FNrztj2gwMu/+7edzzwRz2VLFJm8wXfeegJVzxpDwLeIrwUzRB4/z6nbd1657Vf33PN2iszyhRd6jfeaJdd8M1HnbLplKL7UByB1QhsD3jvceQ/2i7W63+5vpqz7GjNlms2r93tR1ff/+TNJy38584+y1MLgVULbA949/nYln3uce9/WXURFiKAQO8C551z1qN7L0pBBCoVCBXwVjqjosd29z0k/bT7pu4NZrb74g3d/WBJ3+m+AZ0+fqaZbf/RNHc/R9LR6c87eQZvCnRTiJxebzOzhWcm994bz+DtnZSCPQnwDN6eICkTVoBn8IYdPY33JMAzeHuCpExIAZ7BG3LsNI0AAghUJRAi4HX3tV3+uLmq6QxwWHd/hKTPd1t91cy2h7WLX+7+IUkndu//LzP7jfRnd/+EpCd07x9pZl9fYu2bJL2qe//FZvb2Uq0R8JaSpW6uAAFvriDrowsQ8Ea/A+g/V4CAN1eQ9ZEFCHgjT5/eEUAAgToEqgt43f3hkh7U8W6T9Mdmdpsfi3D3vSS9Pz0zVtLCs2G3SPo3SSeY2cV1jKjsKTvPL3S7fHn2R+pmd3b39KiGV3fvnWpmz+wC3tdLek33/lvNLD3v+FYvd0/P303P4U2vY8zsK6W6IuAtJUvdXAEC3lxB1kcXIOCNfgfQf64AAW+uIOsjCxDwRp4+vSOAAAJ1CNQY8F4iaeEZsFsl3cHMrlsURqZfj7hI0kE7GMP1kn7JzP6+jjGVO6W7J6vkmO6F9K8Hm9mlS4S06XlTD+neTwH5R9Ofu29Hb+rWb0yzmQ3c3T09n/d7ktI+G82s6C9MEfCWu1eonCdAwJvnx2oECHi5BxDIEyDgzfNjdWwBAt7Y86d7BBBAoAaBqgJed0+B7ewPFP1PM7vNL5m4+7slPXfOANK3f9eb2RU1DKrkGRd9wzaFu8eZ2bldgLurpP8p6fndGa4xs1v9hLm7f2nmW9VnS3peelSDux8n6XRJd+rWvsXMXlmyFwLekrrUzhEg4M3RYy0CEgEvdwECeQIEvHl+rI4tQMAbe/50jwACCNQgUFvA+2ZJr+hg0+MW1prZDYuh3T39aNie3fvpW6kfkfTnXQj5OkkLv8z7MTN7cg2DKnlGd9+nC87TYy0WXpd3P762/8wjLlIo/uDFj1hw9yMkfVnS7Pr0C82z99cPJB1hZteW7IWAt6QutXMECHhz9FiLAAEv9wACuQIEvLmCrI8sQMAbefr0jgACCNQhUFvA+1lJj+pob/6hr1lqd08/+JV++Gvh9ftm9jsLf1n0zNkUQq4zsyvrGFe5U7p7+pbtaZIeu4NdUoD7VDP7/lKfd9+uTtfcZdHnyfiLko5d6lnJfXdEwNu3KPX6EiDg7UuSOlEF+AZv1MnTd18CBLx9SVInogABb8Sp0zMCCCBQl0BtAe+3JN27Iz7JzP5qMfeixzOkZ/OuWRwsunt6/MDh3drHmdk/1DW2cqd1930lPSz9GFqy676Z+7mlnsu7g6A3Pb7h8ZLuJ+lzks4aIthdOAsBb7l7g8p5AgS8eX6sRoCAl3sAgTwBAt48P1bHFiDgjT1/ukcAAQRqEKgt4E0/4rXwPNf0Y15L/RjY17twMfl/xcxSUHmrl7v/rqT0qIb0eo2ZvbGGYXHG+QIEvPONuGIcAQLecdzZtR0BAt52Zkkn4wgQ8I7jzq5tCBDwtjFHukAAAQRaFqgt4E3fyN1d0lYz222pwbj71d03T9PHO/oRtl+R9Jfd+g+a2dNbHnKk3gh4I027rl4JeOuaF6edngAB7/RmwonqEiDgrWtenHZaAgS805oHp0EAAQQQuK1AbQFv+mG1PSRdb2bpX2/1cvf0w2rpB9YWXr9oZn+7xHUndc+bTR99ysx29NxZ7pnKBAh4KxtYoOMS8AYaNq0WESDgLcJK0UACBLyBhk2rvQsQ8PZOSkEEEEAAgZ4Fagt4fyTpoM7gdks8W/eXJH1sxmhvM0vf6F0cBL9L0m90b/5vM3tOz66UG0mAgHckeLadK0DAO5eICxDYqQABLzcIAnkCBLx5fqyOLUDAG3v+dI8AAgjUIFBbwPsvkh7Swb7KzN48i+zu6du6T+zeu8bM0g9+3ebl7udIOrr74NVm9qYahsUZ5wsQ8M434opxBAh4x3Fn13YECHjbmSWdjCNAwDuOO7u2IUDA28Yc6QIBBBBoWaC2gPc1kl7fDeRaSfc2s4vT39397pK+J2mX7vO/N7PH7yDgvULSuu6zp5rZh1oecqTeCHgjTbuuXgl465oXp52eAAHv9GbCieoSIOCta16cdloCBLzTmgenQQABBBC4rUBtAW8Kb6+StFfXSvrRtTMkpXD3PpJm+/k5M/v04pbd/QRJH555/65mdhE3RxsCBLxtzLHFLgh4W5wqPQ0pQMA7pDZ7tShAwNviVOlpKAEC3qGk2QcBBBBAYLUCVQW8qUl3/y1JfzCn4a+Y2TFLXePuGyXdqfvsUjM7cLV4rJueAAHv9GbCiW4SIODlTkAgT4CAN8+P1QgQ8HIPILB6AQLe1duxEgEEEEBgGIHqAt4u5H2FpFs9f3eG6xJJh5vZ5sWE7v47kt448/6fmNkLh6FmlyEECHiHUGaP1QgQ8K5GjTUI3CJAwMvdgECeAAFvnh+rYwsQ8MaeP90jgAACNQhUGfB2Ie+jJP2/3Y+upUc2XCjpI2Y2G+Deagbu/gNJB8+8eTcez1DDbbr8MxLwLt+KK4cVIOAd1pvd2hMg4G1vpnQ0rAAB77De7NaWAAFvW/OkGwQQQKBFgWoD3haHQU/5AgS8+YZUKCNAwFvGlapxBAh448yaTssIEPCWcaVqDAEC3hhzpksEEECgZgEC3pqnx9lvI0DAy00xVQEC3qlOhnPVIkDAW8ukOOdUBQh4pzoZzlWDAAFvDVPijAgggEBsAQLe2PNvrnsC3uZG2kxDBLzNjJJGRhIg4B0Jnm2bESDgbWaUNDKCAAHvCOhsiQACCCCwIgEC3hVxcfHUBQh4pz6huOcj4I07ezrvR4CAtx9HqsQVIOCNO3s6zxcg4M03pAICCCCAQFkBAt6yvlQfWICAd2Bwtlu2AAHvsqm4EIElBQh4uTEQyBMg4M3zY3VsAQLe2POnewQQQKAGAQLeGqbEGZctQMC7bCouHFiAgHdgcLZrToCAt7mR0tDAAgS8A4OzXVMCBLxNjZNmEEAAgSYFCHibHGvcpgh4485+6p0T8E59Qpxv6gIEvFOfEOebugAB79QnxPmmLEDAO+XpcDYEEEAAgSRAwMt90JQAAW9T42yqGQLepsZJMyMIEPCOgM6WTQkQ8DY1TpoZWICAd2BwtkMAAQQQWLEAAe+KyVgwZQEC3ilPJ/bZCHhjz5/u8wUIePMNqRBbgIA39vzpPk+AgDfPj9UIIIAAAuUFCHjLG7PDgAIEvANis9WKBAh4V8TFxQjcRoCAl5sCgTwBAt48P1bHFiDgjT1/ukcAAQRqECDgrWFKnHHZAgS8y6biwoEFCHgHBme75gQIeJsbKQ0NLEDAOzA42zUlQMDb1DhpBgEEEGhSgIC3ybHGbYqAN+7sp945Ae/UJ8T5pi5AwDv1CXG+qQsQ8E59QpxvygIEvFOeDmdDAAEEEEgCBLzcB00JEPA2Nc6mmiHgbWqcNDOCAAHvCOhs2ZQAAW9T46SZgQUIeAcGZzsEEEAAgRULVBPwuvvdJT1wxR3OX/B3ZrZl/mVcUYMAAW8NU4p5RgLemHOn6/4ECHj7s6RSTAEC3phzp+t+BAh4+3GkCgIIIIBAOYGaAt5TJT2jAMVjzOzMAnUpOYIAAe8I6Gy5LAEC3mUxcRECOxQg4OXmQCBPgIA3z4/VsQUIeGPPn+4RQACBGgQIeCUC3hru1GWekYB3mVBcNrgAAe/g5GzYmAABb2MDpZ3BBQh4Bydnw4YECHgbGiatIIAAAo0K1BTwvlRS+r++X48zs3P7Lkq9cQQIeMdxZ9f5AgS88424AoGdCRDwcn8gkCdAwJvnx+rYAgS8sedP9wgggEANAtUEvDVgcsbxBQ68w4HvePSWR7/wZ7f+7PiH4QQIzAh8YY8vXPOlPb70m1deeeX7pwxz4LoDf3DilScesn7b+ikfk7MFFCDgDTh0Wu5VgIC3V06KBRMg4A02cNpFAAEEKhQg4K1waBx5xwJ8g5e7Y6oCfIN3qpPhXLUIEPDWMinOOVUBAt6pToZz1SBAwFvDlDgjAgggEFuAgDf2/JvrnoC3uZE20xABbzOjpJGRBAh4R4Jn22YECHibGSWNjCBAwDsCOlsigAACCKxIgIB3RVxcPHUBAt6pTyju+Qh4486ezvsRIODtx5EqcQUIeOPOns7zBQh48w2pgAACCCBQVqCZgNfd7yTplZIeIukeknZdJt1j+JG1ZUpVcBkBbwVDCnpEAt6gg6ft3gQIeHujpFBQAQLeoIOn7V4ECHh7YaQIAggggEBBgSYCXndPoe6ZkvZahVUKeNNaXg0IEPA2MMRGWyDgbXSwtDWYAAHvYNRs1KgAAW+jg6WtQQQIeAdhZhMEEEAAgQyBVgLea1YZ7iY6At6MG2hqSwl4pzYRzrMgQMDLvYBAngABb54fqxEg4OUeQGD1AgS8q7djJQIIIIDAMALVB7zu/kJJ7+i4XNL7JV0t6fnde2+R9KkZzr+StH/39+dK+gszu2EYbnYpLUDAW1qY+qsVIOBdrRzrELhJgICXOwGBPAEC3jw/VscWIOCNPX+6RwABBGoQaCHg/ZfuubvJ+7Vm9gZ3f4Skz3cDeLGZvX1hGO7+UEn/1P39m2Z2vxoGxRmXJ0DAuzwnrhpegIB3eHN2bEuAgLetedLN8AIEvMObs2M7AgS87cySThBAAIFWBVoIeM+XdKik9O3dvcxsi7sfLOmH3dDeYmbpx9dufrn71yUtBLv3NLNUg1cDAgS8DQyx0RYIeBsdLG0NJkDAOxg1GzUqQMDb6GBpaxABAt5BmNkEAQQQQCBDoIWA93JJ+0q6zsz2TBbuvoukGzuXT5rZzy8KeP9Y0gu69zaY2UsyDFk6IQEC3gkNg6PcSoCAlxsCgTwBAt48P1YjQMDLPYDA6gUIeFdvx0oEEEAAgWEEWgh4N0taK+l6M9tjgc3dr5e0m6Tvmtm9FgW8J0j68I4C4GHo2aWEAAFvCVVq9iFAwNuHIjUiCxDwRp4+vfchQMDbhyI1ogoQ8EadPH0jgAAC9Qi0EPBeKOmuHfmuZrYt/dndz5P0s5LS3w8ws40z4e/sD7OdbWb/Tz0j46Q7EyDg5f6YqgAB71Qnw7lqESDgrWVSnHOqAgS8U50M56pBgIC3hilxRgQQQCC2QAsB779Jun83xmPN7B+7gPdPJD2/e/9TZvbY7v30rd4U/t6j++xUM3tm7Nugne4JeNuZZWudEPC2NlH6GVqAgHdocfZrTYCAt7WJ0s+QAgS8Q2qzFwIIIIDAagRaCHg/JOnErvkPmtnTuyD3wZLOnkG5StK/S3qgpNvNvP9UM0s1eDUgQMDbwBAbbYGAt9HB0tZgAgS8g1GzUaMCBLyNDpa2BhEg4B2EmU0QQAABBDIEWgh4nyfpTzuDjWa234KHu58u6Sk78TnPzA7P8GPpxAQIeCc2EI5zswABLzcDAnkCBLx5fqxGgICXewCB1QsQ8K7ejpUIIIAAAsMItBDw3kHSL3ZcPzGzf5ilc/dzJS0V4n5b0n8ys0uHoWaXIQQIeIdQZo/VCBDwrkaNNQjcIkDAy92AQJ4AAW+eH6tjCxDwxp4/3SOAAAI1CFQf8C4H2d0PlfRrko6V9H1Jf2dmf7WctVxTlwABb13zinRaAt5I06bXEgIEvCVUqRlJgIA30rTptW8BAt6+RamHAAIIINC3QIiAt2806k1XgIB3urOJfjIC3uh3AP3nCoHQpaEAACAASURBVBDw5gqyProAAW/0O4D+cwQIeHP0WIsAAgggMIRA9QGvu79O0n/tsO5qZlfOg3P39O3dn++uO8rMLpi3hs/rECDgrWNOEU9JwBtx6vTcpwABb5+a1IooQMAbcer03JcAAW9fktRBAAEEECgl0ELAe6qkZ3RA+5vZZfOw3P2tkl7WXfcSM9swbw2f1yFAwFvHnCKekoA34tTpuU8BAt4+NakVUYCAN+LU6bkvAQLeviSpgwACCCBQSiBqwPtLkj7Wob7LzJ5fCpi6wwoQ8A7rzW7LFyDgXb4VVyKwlAABL/cFAnkCBLx5fqyOLUDAG3v+dI8AAgjUIBA14P11Sf+rG9DpZva0GobFGecLEPDON+KKcQQIeMdxZ9d2BAh425klnYwjQMA7jju7tiFAwNvGHOkCAQQQaFkgXMDr7rtI+qakw7vBvtHMXtPykCP1RsAbadp19UrAW9e8OO30BAh4pzcTTlSXAAFvXfPitNMSIOCd1jw4DQIIIIDAbQWqC3jd/e2SDplp5SGSDuz+foaka5cYdOpzd0lrJR0laa+Za44zs7O4OdoQIOBtY44tdkHA2+JU6WlIAQLeIbXZq0UBAt4Wp0pPQwkQ8A4lzT4IIIAAAqsVqDHgvWZRQLva3tO675rZvXIKsHZaAgS805oHp7lFgICXuwGBPAEC3jw/ViNAwMs9gMDqBQh4V2/HSgQQQACBYQQiB7xfk/QLZnbxMNTsMoQAAe8QyuyxGgEC3tWosQaBWwQIeLkbEMgTIODN82N1bAEC3tjzp3sEEECgBoEaA97flXTXGdzHSLpb9/cPSkrf8N3R6ypJ35D0RTM7r4YBTeGM7p4ebbHNzK5e7nncfb2ZbVzu9X1dR8DblyR1+hYg4O1blHrRBAh4o02cfvsWIODtW5R6kQQIeCNNm14RQACBOgWqC3gXM7v7qZKe0b2/v5ldVucopnNqdz9O0gskPUDSwd3zi9MBrzKzFPYu+XL3d0t6oqQDJKV76wZJF0naYGYbhuiQgHcIZfZYjQAB72rUWIPALQIEvNwNCOQJEPDm+bE6tgABb+z50z0CCCBQg0ALAe9+ko6QdKOZfaEG9Cmf0d3/UNJLd3DGrWa22xIh+66SzpZ09E56e4eZvah07wS8pYWpv1oBAt7VyrEOgZsECHi5ExDIEyDgzfNjdWwBAt7Y86d7BBBAoAaB6gPeGpBrOKO77yLpy5Ie2J3XJX1V0jmSvifp8PSZmR21RMD7AUlP695Pj3FI36r+kqTHSnqqpFQ7vZ5pZumzYi8C3mK0FM4UIODNBGR5eAEC3vC3AACZAgS8mYAsDy1AwBt6/DSPAAIIVCHQXMDr7r8g6bmSfkbSQZL2kJRCx/SogPTc3d8zs29XMZ0BD+nur5H0+m7LKyQ9zsxSSDv35e5bOuf0SIbDzOz8hUXu/hRJp3d/P9fM7jO3YMYFBLwZeCwtKkDAW5SX4gEECHgDDJkWiwoQ8BblpXjjAgS8jQ+Y9hBAAIEGBJoJeN09PabhQ93jGnY2mvTN1I933ya9soEZZrfQfXs3WaxJP6aWfrTOzFIgPvfl7s+S9N7uwtPMbOF5yDevdfcU+B7avVH0OckEvHNHxgUjCRDwjgTPts0IEPA2M0oaGUmAgHckeLZtQoCAt4kx0gQCCCDQtEATAa+7px8D+0r3w17LHdhGSQea2Y3LXdDqde7+aklv6Pr7AzP77eX26u4flnRCd/2Tzexji9e6+3skPad7/7lm9mfLrb/S6wh4VyrG9UMJEPAOJc0+rQoQ8LY6WfoaSoCAdyhp9mlRgIC3xanSEwIIINCWQPUBr7vvJekSSWtnRvMNSX8j6d8lbZJ0sKT7SjpZ0h1nrvsbM3tSWyNdeTfu/q+SjuxWph+tu6ukR3bfhr5e0r9J+gszS49guNXL3b8o6WHdm7vv4Jr0rd6FZ+++wcxeu/JTLm8FAe/ynLhqeAEC3uHN2bEtAQLetuZJN8MLEPAOb86O7QgQ8LYzSzpBAAEEWhVoIeCdfXZsCiAfYmZf29HA3P13JL1x5vN7zj4zttVB76wvd/+xpAO6ay6d+fPsshT0vsXM/tvsm+7+LUn3Tu+Z2ZL3k7s/TtInu3XvM7Nnl3Im4C0lS91cAQLeXEHWRxcg4I1+B9B/rgABb64g6yMLEPBGnj69I4AAAnUItBDwph8Ce1DHfYKZfXQevbunZ/CmH2NLrxeb2dvnrWn585kfSZttM4Xl6f9uv+jRFy83s7cuXOjuKRDePz2718x2XcrJ3R8s6ezus8+Y2fEL1x12zKPP6tP2qosuvM/DLz96vyOuT49k5oXAdAQ+teaMbT844PLv7n3HA380nVPd9iSbL/jOQ0+44kl7rN+2fsrH5GwBBd6/z2lbt9557df3XLN2ss/P9xtvtMsu+OajTtl0SsAJ0fLUBTas26D973HkP9ouln6PYpKvLddsXrvbj66+/8mbT7rdJA/IocIKpID3o/t8bMs+97j3v4RFoHEEJihw3jlnPXqCx+JICIwi0ELAe3X342A3mNnuy1F090dJ+mx37YfM7KnLWdfqNe6+8B/0t0p6t6RXm9kVqV93v4Okd3WPt1gguIeZXdB9/pPusRdbzWy3pYy6ZyR/tftsUcB7XK//kHHNJRfpoZcdJQLeVu/Wevs6Y82ndeFBm7VmXXoKynRfm7//bZ1w+ZNEwDvdGUU92anrTpPfZV/tfvv0/y1N87Vt2zZtPP8bOmXTi6Z5QE4VWmB7wHvPI2W2y2QdrvvpVbrdxZt18qaTJntGDhZTYHvAu+7j2ufQe8UEoGsEJipw3jlnVp9pTZSWY1UoUP2/Gdz9p5L2TM/aNbN9lzMDd7+TpPQja+n1ZTNL3zAN+XL3PSRt6Zo/z8wOXwrC3VMgnoLx9PqvZvZH6Q/unoLeu6c/2g7+icHd0zd2z+jWnm5mT1vY47Bjjj22T/jNF3z3dY+86mHHEvD2qUqtPgQ+tdcZ13977+//8fq73iv9Lwgm+9r03fM+cOKVJx5AwDvZEYU92Klr33/1NfvqFev2O/jcqSJct+Wnu22+6Dt/f8qmU6aboE0Vj3MVF9iwboPve8hhP7f77ntM9geGN132w/vufcUuv3/ylSdP97/JKT4pNpiiwE2PaPjIj/e912G/MsXzcSYEogqcd85nF764F5WAvhG4WaCFgPd8SYfuLGBcPG93T/8f819273/czH4p8j3h7un5uunbt/9hZgvP4r0VibvP/lDa35rZL3YB7zmSjk5/3skzeFOg+4Gu4NvM7GWlvHkGbylZ6uYK8AzeXEHWRxfgGbzR7wD6zxXgGby5gqyPLMAzeCNPn94RQACBOgRaCHj/RtL2sFHSe8zs13dG7+7pWzUXSrpLd93JZrYQ9tYxtZ5POfMja9ebWfpG721e7v5wSV/oPvgnM0t/T9/g/YSkJ3TvH2lmX1+82N3fJOlV3ftFn3lMwNvzzUG53gQIeHujpFBQAQLeoIOn7d4ECHh7o6RQQAEC3oBDp2UEEECgMoEWAt7Zb4duD3klvdTM0rN5b/Vy9/tK+qCkhV/gSs9/vb2ZXVfZ3Ho9rrt/RdIDu6I3P193dhN3f56kP+3ee5eZPb8LeF8v6TXd+281s5cv4Z6ev/uA7v1jzCztV+RFwFuElaI9CBDw9oBIidACBLyhx0/zPQgQ8PaASImwAgS8YUdP4wgggEA1AtUHvF3I+GlJj5lR3yYpPbrh4vRsXkkHdd/YXfjW7sKlrzKzN1czrUIHdffflvTfu/Lnmtl9lghpFx6FkT56opn9/5392s443UvpucYHmtnNz3Zz9/R83u9JSt+c3mhmRX9hioC30E1C2WwBAt5sQgoEFyDgDX4D0H62AAFvNiEFAgsQ8AYePq0jgAAClQi0EvCmxwqkH/tKQe5yX+GfvTsL5e4/mvE7U9KJZnaFu6+X9NeSHtFdf4GZ3WPR2i9JelD33tmSnpce1eDux0k6XVL6Ubv0eouZvXK5A1rNdQS8q1FjzRACBLxDKLNHywIEvC1Pl96GECDgHUKZPVoVIOBtdbL0hQACCLQj0ETAuzAOd/8dSf9N0pLPke2uu1TSs8zsH9oZY34n7v5QSV9Mv5U2U22rpNvN/D39GNu9zCw9w/jml7unR158WdJes28vqvWD9GgMM7s2/7Q7rkDAW1KX2jkCBLw5eqxFQCLg5S5AIE+AgDfPj9WxBQh4Y8+f7hFAAIEaBJoKeBO4u6dw95GSjpF0lKR1ki6S9K+S/rnk819rGPjOzuju95eUfjTtrktcl8LfX0jf6l2qhrunb0+nkHfxYzDSc47T2mNnH91QyoqAt5QsdXMFCHhzBVkfXYCAN/odQP+5AgS8uYKsjyxAwBt5+vSOAAII1CFQVcDr7o+W9KiO9p1mlr6Ny6tnAXdPIW16vMK9JZ0j6TNL/WjdDoLeO0h6vKT7SfqcpLOGCHYXzkLA2/PNQLneBAh4e6OkUFABAt6gg6ft3gQIeHujpFBAAQLegEOnZQQQQKAygdoC3tkfU3u6mX2wMm+OW1iAgLcwMOVXLUDAu2o6FiKwXYCAlxsBgTwBAt48P1bHFiDgjT1/ukcAAQRqECDgrWFKnHHZAgS8y6biwoEFCHgHBme75gQIeJsbKQ0NLEDAOzA42zUlQMDb1DhpBgEEEGhSgIC3ybHGbYqAN+7sp945Ae/UJ8T5pi5AwDv1CXG+qQsQ8E59QpxvygIEvFOeDmdDAAEEEEgCBLzcB00JEPA2Nc6mmiHgbWqcNDOCAAHvCOhs2ZQAAW9T46SZgQUIeAcGZzsEEEAAgRULEPCumIwFUxYg4J3ydGKfjYA39vzpPl+AgDffkAqxBQh4Y8+f7vMECHjz/FiNAAIIIFBegIC3vDE7DChAwDsgNlutSICAd0VcXIzAbQQIeLkpEMgTIODN82N1bAEC3tjzp3sEEECgBoGaA94XSPpoLrKZXZpbg/XTESDgnc4sOMmtBQh4uSMQyBMg4M3zYzUCBLzcAwisXoCAd/V2rEQAAQQQGEag5oC3L6HjzOysvopRZ1wBAt5x/dl9xwIEvNwdCOQJEPDm+bEaAQJe7gEEVi9AwLt6O1YigAACCAwjQMArPcbMzhyGm11KCxDwlham/moFCHhXK8c6BG4SIODlTkAgT4CAN8+P1bEFCHhjz5/uEUAAgRoECHilR5rZF2oYFmecL0DAO9+IK8YRIOAdx51d2xEg4G1nlnQyjgAB7zju7NqGAAFvG3OkCwQQQKBlgZoD3qeb2QdbHg69rVyAgHflZqwYRoCAdxhndmlXgIC33dnS2TACBLzDOLNLmwIEvG3Ola4QQACBlgQIeFuaJr2IgJebYKoCBLxTnQznqkWAgLeWSXHOqQoQ8E51MpyrBgEC3hqmxBkRQACB2AIEvLHn31z3BLzNjbSZhgh4mxkljYwkQMA7EjzbNiNAwNvMKGlkBAEC3hHQ2RIBBBBAYEUCBLwr4uLiqQsQ8E59QnHPR8Abd/Z03o8AAW8/jlSJK0DAG3f2dJ4vQMCbb0gFBBBAAIGyAgS8ZX2pPrAAAe/A4Gy3bAEC3mVTcSECSwoQ8HJjIJAnQMCb58fq2AIEvLHnT/cIIIBADQIEvDVMiTMuW4CAd9lUXDiwAAHvwOBs15wAAW9zI6WhgQUIeAcGZ7umBAh4mxonzSCAAAJNChDwNjnWuE0R8Mad/dQ7J+Cd+oQ439QFCHinPiHON3UBAt6pT4jzTVmAgHfK0+FsCCCAAAJJoLaA9yhJR3ej+6iZXcEYEZgVIODlfpiqAAHvVCfDuWoRIOCtZVKcc6oCBLxTnQznqkGAgLeGKXFGBBBAILZAVQFv7FHR/XIECHiXo8Q1YwgQ8I6hzp4tCRDwtjRNehlDgIB3DHX2bEWAgLeVSdIHAggg0K4AAW+7sw3ZGQFvyLFX0TQBbxVj4pATFiDgnfBwOFoVAgS8VYyJQ05UgIB3ooPhWAgggAACNwsQ8HIzNCVAwNvUOJtqhoC3qXHSzAgCBLwjoLNlUwIEvE2Nk2YGFiDgHRic7RBAAAEEVixAwLtiMhZMWYCAd8rTiX02At7Y86f7fAEC3nxDKsQWIOCNPX+6zxMg4M3zYzUCCCCAQHkBAt7yxuwwoAAB74DYbLUiAQLeFXFxMQK3ESDg5aZAIE+AgDfPj9WxBQh4Y8+f7hFAAIEaBAh4a5gSZ1y2AAHvsqm4cGABAt6BwdmuOQEC3uZGSkMDCxDwDgzOdk0JEPA2NU6aQQABBJoUIOBtcqxxmyLgjTv7qXdOwDv1CXG+qQsQ8E59Qpxv6gIEvFOfEOebsgAB75Snw9kQQAABBJIAAS/3QVMCBLxNjbOpZgh4mxonzYwgQMA7AjpbNiVAwNvUOGlmYAEC3oHB2Q4BBBBAYMUCBLwrJmPBlAUIeKc8ndhnI+CNPX+6zxcg4M03pEJsAQLe2POn+zwBAt48P1YjgAACCJQXIOAtb8wOAwoQ8A6IzVYrEiDgXREXFyNwGwECXm4KBPIECHjz/FgdW4CAN/b86R4BBBCoQYCAt4YpccZlCxDwLpuKCwcWIOAdGJztmhMg4G1upDQ0sAAB78DgbNeUAAFvU+OkGQQQQKBJAQLeJscatykC3rizn3rnBLxTnxDnm7oAAe/UJ8T5pi5AwDv1CXG+KQsQ8E55OpwNAQQQQCAJEPByHzQlQMDb1DibaoaAt6lx0swIAgS8I6CzZVMCBLxNjZNmBhYg4B0YnO0QQAABBFYsQMC7YjIWTFmAgHfK04l9NgLe2POn+3wBAt58QyrEFiDgjT1/us8TIODN82M1AggggEB5AQLe8sbsMKAAAe+A2Gy1IgEC3hVxcTECtxEg4OWmQCBPgIA3z4/VsQUIeGPPn+4RQACBGgQIeGuYEmdctgAB77KpuHBgAQLegcHZrjkBAt7mRkpDAwsQ8A4MznZNCRDwNjVOmkEAAQSaFCDgbXKscZsi4I07+6l3TsA79QlxvqkLEPBOfUKcb+oCBLxTnxDnm7IAAe+Up8PZEEAAAQSSAAEv90FTAgS8TY2zqWYIeJsaJ82MIEDAOwI6WzYlQMDb1DhpZmABAt6BwdkOAQQQQGDFAgS8KyZjwZQFCHinPJ3YZyPgjT1/us8XIODNN6RCbAEC3tjzp/s8AQLePD9WI4AAAgiUFyDgLW/MDgMKEPAOiM1WKxIg4F0RFxcjcBsBAl5uCgTyBAh48/xYHVuAgDf2/OkeAQQQqEGAgLeGKXHGZQsQ8C6bigsHFiDgHRic7ZoTIOBtbqQ0NLAAAe/A4GzXlAABb1PjpBkEEECgSQEC3ibHGrcpAt64s5965wS8U58Q55u6AAHv1CfE+aYuQMA79QlxvikLEPBOeTqcDQEEEEAgCRDwch80JUDA29Q4m2qGgLepcdLMCAIEvCOgs2VTAgS8TY2TZgYWIOAdGJztEEAAAQRWLEDAu2IyFkxZgIB3ytOJfTYC3tjzp/t8AQLefEMqxBYg4I09f7rPEyDgzfNjNQIIIIBAeQEC3vLG7DCgAAHvgNhstSIBAt4VcXExArcRIODlpkAgT4CAN8+P1bEFCHhjz5/uEUAAgRoECHhrmBJnXLYAAe+yqbhwYAEC3oHB2a45AQLe5kZKQwMLEPAODM52TQkQ8DY1TppBAAEEmhQg4G1yrHGbIuCNO/upd07AO/UJcb6pCxDwTn1CnG/qAgS8U58Q55uyAAHvlKfD2RBAAAEEkgABL/dBUwIEvE2Ns6lmCHibGifNjCBAwDsCOls2JUDA29Q4aWZggVoC3rVr1z5od9v9czfucuOeAxOxHQI7FXB37bl1zxf8+OofvxMqBBAoI0DAW8aVqiMJEPCOBM+2cwUIeOcScQECOxUg4OUGQSBPgIA3z4/VsQVqCXj33XffF95ny33+4PifHk/AG/uWnVz339z9m/r87T//gUs3X/orkzscB0KgEQEC3kYGSRs3CRDwcidMVYCAd6qT4Vy1CBDw1jIpzjlVAQLeqU6Gc9UgQMBbw5Q445QFCHinPB3O1ooAAW8rk6QPAl7ugUkLEPBOejwcrgIBAt4KhsQRJy1AwDvp8XC4iQsQ8E58QBxv8gIEvJMfEQdsQICAt4Eh0sItAnyDl7thqgIEvFOdDOeqRYCAt5ZJcc6pChDwTnUynKsGAQLeGqbEGacsQMA75elwtlYECHhbmSR9bBcg4OVGmKoAAe9UJ8O5ahEg4K1lUpxzqgIEvFOdDOeqQYCAt4YpccYpCxDwTnk6nK0VAQLeViZJHwS83AOTFiDgnfR4OFwFAgS8FQyJI05agIB30uPhcBMXIOCd+IA43uQFCHgnPyIO2IAAAW8DQ6SFWwT4Bi93w1QFCHinOhnOVYsAAW8tk+KcUxUg4J3qZDhXDQIEvDVMiTNOWYCAd8rT4WytCBDwtjLJifXh7uvNbOPQxyLgHVqc/ZYrQMC7XCmuQ2BpAQJe7gwE8gQIePP8WB1bgIA39vzpPl+AgDffkAoIzBMg4J0nFPxzdz9V0s91DMeZ2bk7InH3d0t6oqQDJKV76wZJF0naYGYbhqAk4B1CmT1WI0DAuxo11iBwiwABL3cDAnkCBLx5fqyOLUDAG3v+dJ8vQMCbb0gFBOYJEPDOEwr8ubu/SdKrZggeaWZfWEzi7rtKOlvS0TvheoeZvag0JwFvaWHqr1aAgHe1cqxD4CYBAl7uBATyBAh48/xYHVuAgDf2/Ok+X4CAN9+QCgjMEyDgnScU9HN3/y+S/mJR+zsKeD8g6WndtVenfw6X9CVJj5X0VEm7dJ8908zSZ8VeBLzFaCmcKUDAmwnI8vACBLzhbwEAMgUIeDMBWR5agIA39PhpvgcBAt4eECmBwBwBAl5ukdsIuPtDJaVv6i4EswvX7Cjg3SJpj+6RDIeZ2fkLC9z9KZJO7/5+rpndpyQ5AW9JXWrnCBDw5uixFgG+wcs9gECuAAFvriDrIwsQ8EaePr33IUDA24ciNRDYuQABL3fIrQTc/WBJ3+0C2xTcflTSSd1Ftwl43f1Zkt7bfX6amT1jMam7p8D30O79/c3sslLsBLylZKmbK0DAmyvI+ugCfIM3+h1A/7kCBLy5gqyPLEDAG3n69N6HAAFvH4rUQICAl3tgmQLuvpekCyXdSdI2SembvCmwXXh27lIB74clndBt8WQz+9gSAe97JD2ne/+5ZvZnyzzSii8j4F0xGQsGEiDgHQiabZoVIOBtdrQ0NpAAAe9A0GzTpAABb5NjpakBBQh4B8Rmq7ACfIM37Ohv27i7nyvp8O6Tp5vZB9397XMC3i9Keli3Znczu2GJgDeFxAvP3n2Dmb22FDsBbylZ6uYKEPDmCrI+ugABb/Q7gP5zBQh4cwVZH1mAgDfy9Om9DwEC3j4UqYHAzgUIeLlDtgu4+99KemLH8Xtm9rvd+/MC3m9June61syWvJ/c/XGSPtnVfp+ZPbsUOwFvKVnq5goQ8OYKsj66AAFv9DuA/nMFCHhzBVkfWYCAN/L06b0PAQLePhSpgQABL/fAHAF3f7OkV3SXfcTMTlxYsoxv8F4qaf/0SAcz23Wprdz9wZLO7j77jJkdX2ooBLylZKmbK0DAmyvI+ugCBLzR7wD6zxUg4M0VZH1kAQLeyNOn9z4ECHj7UKQGAgS83AM7EVj0I2lfN7MjZy9fRsD7E0l3lLTVzHbbQcD7AElfXSrgPeyY47zPAV1zyUV66GVH6Yjrj+izLLUQyBY4Y82ndeFBm7Vm3X7ZtUoW2Pz9b+uEy5+k9dvWl9yG2gisWODUdafJ77Kvdr/9HVa8dqgF27Zt08bzv6FTNi08un6ondkHgfkCG9Zt0P73PFJmu8y/eKQrrvvpVbrdxZt18qaF3/cd6SBsi8AigRTwfnTdx7XPofeatM21my/TIRfvo+OvLfZ9mkn3z+GmK5AC3rP3+7rWHJR+072/13nnnMn/Kr0/TipVLsC/GSofYO7x3X3hG7hXSTpK0nWLar5R0rO6954q6Z8kXWtmV6T33P0CSXdPf7Qd/BODu6f/hHFGV+N0M3vawh4EvLkTZH0tAgS8tUyKc05VgIB3qpPhXLUIEPDWMinOOUUBAt4pToUz1SRAwFvTtDhrrQIEvLVOrqdzzwS8K6n4H2Z2QBfwniPp6PTnnTyDNwW6H+g2eJuZvWwlm63kWh7RsBItrh1SgEc0DKnNXi0K8IiGFqdKT0MK8IiGIbXZqzUBHtHQ2kTpZ2gBHtEwtDj7RRQg4I049Zmeewh4PyHpCV3JI83s64tJ3f1Nkl7Vvf9iM0s/3FbkRcBbhJWiPQgQ8PaASInQAgS8ocdP8z0IEPD2gEiJsAIEvGFHT+M9CRDw9gRJGQR2IkDAG/z2cPf0Tdx9dsLwe5Ke3n3+zO7H0jabWXq0Q3pEw+slvab7/K1m9vIlAt70/N30HN70OsbMvlKKnYC3lCx1cwUIeHMFWR9dgIA3+h1A/7kCBLy5gqyPLEDAG3n69N6HAAFvH4rUQGDnAgS83CE7FVjGj6ytlbQpPaFB0kZJB5rZjQtF3T09n/d7ktIvemw0s6K/MEXAyw09VQEC3qlOhnPVIkDAW8ukOOdUBQh4pzoZzlWDAAFvDVPijFMWIOCd8nQ4WysCBLytTLJQH/MC3rStu39J0oO6I5wt6XnpUQ3ufpyk0yXdqfvsLWb2ykJH3V6WgLekLrVzBAh4c/RYi4BEwMtdgECeAAFvnh+rYwsQ8MaeP93nCxDw5htSAYF5AgS884SCf77MgPcISV+WtNcMl3ff6l146weSjjCza0uSEvCW1KV2jgABb44eaxEg4OUeQCBXgIA3V5D1kQUIeCNPn977ECDg7UORGgjsXICAlztkpwLu/j8kvbi76GFm9s9LLXD3g7qQ9y6LPk9B7xclHTv76IZS7AS8pWSpmytAwJsryProAnyDN/odQP+5AgS8uYKsO3pCoAAAIABJREFUjyxAwBt5+vTehwABbx+K1ECAgJd7YEABd7+DpMdLup+kz0k6a4hgd6FFAt4Bh81WKxIg4F0RFxcjcBsBAl5uCgTyBAh48/xYHVuAgDf2/Ok+X4CAN9+QCgjME+AbvPOE+LwqAQLeqsYV6rAEvKHGTbMFBAh4C6BSMpQAAW+ocdNszwIEvD2DUi6cAAFvuJHT8AgCBLwjoLNlOQEC3nK2VM4TIODN82M1AgS83AMI5AkQ8Ob5sTq2AAFv7PnTfb4AAW++IRUQmCdAwDtPiM+rEiDgrWpcoQ5LwBtq3DRbQICAtwAqJUMJEPCGGjfN9ixAwNszKOXCCRDwhhs5DY8gQMA7AjpblhMg4C1nS+U8AQLePD9WI0DAyz2AQJ4AAW+eH6tjCxDwxp4/3ecLEPDmG1IBgXkCBLzzhPi8KgEC3qrGFeqwBLyhxk2zBQQIeAugUjKUAAFvqHHTbM8CBLw9g1IunAABb7iR0/AIAgS8I6CzZTkBAt5ytlTOEyDgzfNjNQIEvNwDCOQJEPDm+bE6tgABb+z5032+AAFvviEVEJgnQMA7T4jPqxIg4K1qXKEOS8Abatw0W0CAgLcAKiVDCRDwhho3zfYsQMDbMyjlwgkQ8IYbOQ2PIEDAOwI6W5YTIOAtZ0vlPAEC3jw/ViNAwMs9gECeAAFvnh+rYwsQ8MaeP93nCxDw5htSAYF5AgS884T4vCoBAt6qxhXqsAS8ocZNswUECHgLoFIylAABb6hx02zPAgS8PYNSLpwAAW+4kdPwCAIEvCOgs2U5AQLecrZUzhMg4M3zYzUCBLzcAwjkCRDw5vmxOrYAAW/s+dN9vgABb74hFRCYJ0DAO0+Iz6sSIOCtalyhDkvAG2rcNFtAgIC3AColQwkQ8IYaN832LEDA2zMo5cIJEPCGGzkNjyBAwDsCOluWEyDgLWdL5TwBAt48P1YjQMDLPYBAngABb54fq2MLEPDGnj/d5wsQ8OYbUgGBeQIEvPOE+LwqAQLeqsYV6rAEvKHGTbMFBAh4C6BSMpQAAW+ocdNszwIEvD2DUi6cAAFvuJHT8AgCBLwjoLNlOQEC3nK2VM4TIODN82M1AgS83AMI5AkQ8Ob5sTq2AAFv7PnTfb4AAW++IRUQmCdAwDtPiM+rEiDgrWpcoQ5LwBtq3DRbQICAtwAqJUMJEPCGGjfN9ixAwNszKOXCCRDwhhs5DY8gQMA7AjpblhMg4C1nS+U8AQLePD9WI0DAyz2AQJ4AAW+eH6tjCxDwxp4/3ecLEPDmG1IBgXkCBLzzhPi8KgEC3qrGFeqwBLyhxk2zBQQIeAugUjKUAAFvqHHTbM8CBLw9g1IunAABb7iR0/AIAgS8I6CzZTkBAt5ytlTOEyDgzfNjNQIEvNwDCOQJEPDm+bE6tgABb+z5032+AAFvviEVEJgnQMA7T4jPqxIg4K1qXKEOS8Abatw0W0CAgLcAKiVDCRDwhho3zfYsQMDbMyjlwgkQ8IYbOQ2PIEDAOwI6W5YTIOAtZ0vlPAEC3jw/ViNAwMs9gECeAAFvnh+rYwsQ8MaeP93nCxDw5htSAYF5AgS884T4vCoBAt6qxhXqsAS8ocZNswUECHgLoFIylAABb6hx02zPAgS8PYNSLpwAAW+4kdPwCAIEvCOgs2U5AQLecrZUzhMg4M3zYzUCBLzcAwjkCRDw5vmxOrYAAW/s+dN9vgABb74hFRCYJ0DAO0+Iz6sSIOCtalyhDkvAG2rcNFtAgIC3AColQwkQ8IYaN832LEDA2zMo5cIJEPCGGzkNjyBAwDsCOluWEyDgLWdL5TwBAt48P1YjQMDLPYBAngABb54fq2MLEPDGnj/d5wsQ8OYbUgGBeQIEvPOE+LwqAQLeqsYV6rAEvKHGTbMFBAh4C6BSMpQAAW+ocdNszwIEvD2DUi6cAAFvuJHT8AgCBLwjoLNlOQEC3nK2VM4TIODN82M1AgS83AMI5AkQ8Ob5sTq2AAFv7PnTfb4AAW++IRUQmCdAwDtPiM+rEiDgrWpcoQ5LwBtq3DRbQICAtwAqJUMJEPCGGjfN9ixAwNszKOXCCRDwhhs5DY8gQMA7AjpblhMg4C1nS+U8AQLePD9WI0DAyz2AQJ4AAW+eH6tjCxDwxp4/3ecLEPDmG1IBgXkCBLzzhPi8KgEC3qrGFeqwBLyhxk2zBQQIeAugUjKUAAFvqHHTbM8CBLw9g1IunAABb7iR0/AIAgS8I6CzZTkBAt5ytlTOEyDgzfNjNQIEvNwDCOQJEPDm+bE6tgABb+z5032+AAFvviEVEJgnQMA7T4jPqxIg4K1qXKEOS8Abatw0W0CAgLcAKiVDCRDwhho3zfYsQMDbMyjlwgkQ8IYbOQ2PIEDAOwI6W5YTIOAtZ0vlPAEC3jw/ViNAwMs9gECeAAFvnh+rYwsQ8MaeP93nCxDw5htSAYF5AgS884T4vCoBAt6qxhXqsAS8ocZNswUECHgLoFIylAABb6hx02zPAgS8PYNSLpwAAW+4kdPwCAIEvCOgs2U5AQLecrZUzhMg4M3zYzUCBLzcAwjkCRDw5vmxOrYAAW/s+dN9vgABb74hFRCYJ0DAO0+Iz6sSIOCtalyhDkvAG2rcNFtAgIC3AColQwkQ8IYaN832LEDA2zMo5cIJEPCGGzkNjyBAwDsCOluWEyDgLWdL5TwBAt48P1YjQMDLPYBAngABb54fq2MLEPDGnj/d5wsQ8OYbUgGBeQIEvPOE+LwqAQLeqsYV6rAEvKHGTbMFBAh4C6BSMpQAAW+ocdNszwIEvD2DUi6cAAFvuJHT8AgCBLwjoLNlOQEC3nK2VM4TIODN82M1AgS83AMI5AkQ8Ob5sTq2AAFv7PnTfb4AAW++IRUQmCdAwDtPiM+rEiDgrWpcoQ5LwBtq3DRbQICAtwAqJUMJEPCGGjfN9ixAwNszKOXCCRDwhhs5DY8gQMA7AjpblhMg4C1nS+U8AQLePD9WI0DAyz2AQJ4AAW+eH6tjCxDwxp4/3ecLEPDmG1IBgXkCBLzzhPi8KgEC3qrGFeqwBLyhxk2zBQQIeAugUjKUAAFvqHHTbM8CBLw9g1IunAABb7iR0/AIAgS8I6CzZTkBAt5ytlTOEyDgzfNjNQIEvNwDCOQJEPDm+bE6tgABb+z5032+AAFvviEVEJgnQMA7T4jPqxIg4K1qXKEOS8Abatw0W0CAgLcAKiVDCRDwhho3zfYsQMDbMyjlwgkQ8IYbOQ2PIEDAOwI6W5YTIOAtZ0vlPAEC3jw/ViNAwMs9gECeAAFvnh+rYwsQ8MaeP93nCxDw5htSAYF5AgS884T4vCoBAt6qxhXqsAS8ocZNswUECHgLoFIylAABb6hx02zPAgS8PYNSLpwAAW+4kdPwCAIEvCOgs2U5AQLecrZUzhMg4M3zYzUCBLzcAwjkCRDw5vmxOrYAAW/s+dN9vgABb74hFRCYJ0DAO0+Iz6sSIOCtalyhDkvAG2rcNFtAgIC3AColQwkQ8IYaN832LEDA2zMo5cIJEPCGGzkNjyBAwDsCOluWEyDgLWdL5TwBAt48P1YjQMDLPYBAngABb54fq2MLEPDGnj/d5wsQ8OYbUgGBeQIEvPOE+LwqAQLeqsYV6rAEvKHGTbMFBAh4C6BSMpQAAW+ocdNszwIEvD2DUi6cAAFvuJHT8AgCBLwjoLNlOQEC3nK2VM4TIODN82M1AgS83AMI5AkQ8Ob5sTq2AAFv7PnTfb4AAW++IRUQmCdAwDtPiM+rEiDgrWpcoQ5LwBtq3DRbQICAtwAqJUMJEPCGGjfN9ixAwNszKOXCCRDwhhs5DY8gQMA7AjpblhMg4C1nS+U8AQLePD9WI0DAyz2AQJ4AAW+eH6tjCxDwxp4/3ecLEPDmG1IBgXkCBLzzhPi8KgEC3qrGFeqwBLyhxk2zBQQIeAugUjKUAAFvqHHTbM8CBLw9g1IunAABb7iR0/AIAgS8I6CzZTkBAt5ytlTOEyDgzfNjNQIEvNwDCOQJEPDm+bE6tgABb+z5032+AAFvviEVEJgnQMA7Tyjo5+5+sKSNZrZlNQTuvt7MNq5mbc4aAt4cPdaWFCDgLalL7QgCBLwRpkyPJQUIeEvqUrt1AQLe1idMf6UFCHhLC1MfAYmAl7tA7r6npFdIepqku0m6vW65N26Q9F1JzzazL+2My93fLemJkg7o1qe1F0naYGYbhqAm4B1CmT1WI0DAuxo11iBwiwABL3cDAnkCBLx5fqyOLUDAG3v+dJ8vQMCbb0gFBOYJEPDOEwrwubu/RtLrl9Hqy83srYuvc/ddJZ0t6eid1HiHmb1oGXtkXULAm8XH4oICBLwFcSkdQoCAN8SYabKgAAFvQVxKNy9AwNv8iGmwsAABb2FgyiMw8y1NMAILLAp4/11S+qZu+tfjJD1C0l4dj0u6r5mdO8vl7h/ovv2b3r5a0qldjcdKeqqkXbrrn2lm6bNiLwLeYrQUzhQg4M0EZHl4AQLe8LcAAJkCBLyZgCwPLUDAG3r8NN+DAAFvD4iUQGCOAN/g5RZJj2g4SdKvS3q+mZ23mMTdvyLpgd37bzOzly0KeNNzeveQlB7JcJiZnb/wubs/RdLp3d/PNbP7lCQn4C2pS+0cAQLeHD3WIiAR8HIXIJAnQMCb58fq2AIEvLHnT/f5AgS8+YZUQGCeAAHvPCE+TwHwEyR9oqP4opmlb/Vuf7n7syS9t/vraWb2jMVk7p4C30O79/c3s8tKsRLwlpKlbq4AAW+uIOujCxDwRr8D6D9XgIA3V5D1kQUIeCNPn977ECDg7UORGgjsXICAlztkroC7Hy/pjO7Cs8wsPbphIeD9sKQTur8+2cw+tkTA+x5Jz+nef66Z/dncTVd5AQHvKuFYVlyAgLc4MRs0LkDA2/iAaa+4AAFvcWI2aFiAgLfh4dLaIAIEvIMws0lwAQLe4DfActp393dK+s3u2nea2QtmAt4vSnpY9/fdzSw9puFWL3dP3+pdePbuG8zstcvZdzXXEPCuRo01QwgQ8A6hzB4tCxDwtjxdehtCgIB3CGX2aFWAgLfVydLXUAIEvENJs09kAQLeyNNfRu/ufgdJG7tn7KYV91z0jN1vSbp3+sDMlryf3P1xkj7Zbfc+M3v2MrZe1SUEvKtiY9EAAgS8AyCzRdMCBLxNj5fmBhAg4B0AmS2aFSDgbXa0NDaQAAHvQNBsE1qAgDf0+Oc37+7/Jun+3ZX/ZGYPn13l7pdK2l/SNjPbdamK7v5gSWd3n33GzNIjH7a/DjvmuN+df4rlX3Hlhec/5RGbHnzEEdcfsfxFXInAAAJn7HXG1u+t//E/rNv/bucMsN2qt9j0vW+95MTNT95n/bb1q67BQgRKCJy69v1brj9wr9PWrF1/UYn6fdS88catu/7kgm+++pRNp/Cfr/oApUavAhvWbfD1h97/Dbvuuuu2Xgv3WOyazZfddY9Lt5z0jCtP3rPHspRCIFsgBbwfXfvXm/a552EbsosVLLD5sh8+6J7/ccB/Pv6nx9+u4DaURmDFAing/ed1X/nm3occ+pEVL97JgvPOObPXPKHPs1ELgaEF+AeQocUr2s/dZ5+ve42kO5vZlbMtuPtPJN1R0lYz222p9tz9AZK+2n22OOD1PkmuueQiPfSyo0TA26cqtfoQOGPNp3XhQZu1Zt1+fZQrVmPz97+tEy5/kgh4ixFTeJUCp647TX6XfbX77dP/sGSar23btmnj+d/QKZteNM0DcqrQAhvWbdD+9zxSZrtM1uG6n16l2128WSdvOmmyZ+RgMQW2B7zrPq59Dr3XpAGu3XyZDrl4Hx1/7c3fp5n0eTlcHIEU8J6939e15qCDe236vHPOJNPqVZRiNQvwb4aap1fw7O6enpmbnp2bXtdLeoCZnbt4S3e/QNLdJbnt4J8YFv1I2+lm9rSFOnyDt+AQKT0pAb7BO6lxcJgKBfgGb4VD48iTEuAbvJMaB4epTIBv8FY2MI47OQG+wTu5kXCgBgUIeBscam5L7v4hSSd2ddKPpj3MzJb8n5W7e3r/6HTtTp7BmwLdD3T13mZmL8s9447W8wzeUrLUzRXgGby5gqyPLsAzeKPfAfSfK8AzeHMFWR9ZgGfwRp4+vfchwDN4+1CkBgI7FyDg5Q65WcDd0/9m73OSFp6ze62kBy31zd2FRe7+CUlP6P5+pJl9fTGpu79J0qu6919sZm8vxU7AW0qWurkCBLy5gqyPLkDAG/0OoP9cAQLeXEHWRxYg4I08fXrvQ4CAtw9FaiBAwMs9sAwBd08PNUzPyV14sNQVku5nZhfvbLm7v17Sa7pr3mpmL18i4E1103N40+sYM/vKMo60qksIeFfFxqIBBAh4B0Bmi6YFCHibHi/NDSBAwDsAMls0K0DA2+xoaWwgAQLegaDZJrQA3+ANPf6bmnf3QyWl0HXfjiM9V/eoxT+othSVu6+VtCk9oUHSRkkHmtmNC9e6e3o+7/ckpW8HbzSzor8wRcDLDT1VAQLeqU6Gc9UiQMBby6Q451QFCHinOhnOVYMAAW8NU+KMUxYg4J3ydDhbKwIEvK1MMqMPd/+RpIO6EtdIem3KfXdS8hNm9t2ZEPdL6VEO3d/PlvS89KgGdz9O0umS7tR99hYze2XGUecuJeCdS8QFIwkQ8I4Ez7bNCBDwNjNKGhlJgIB3JHi2bUKAgLeJMdLEiAIEvCPis3UYAQLeMKPecaPunr55uxDCLkfkDWaWQuDtL3c/QtKXJe01szgFxLP31w8kHWFm6bm+xV4EvMVoKZwpQMCbCcjy8AIEvOFvAQAyBQh4MwFZHlqAgDf0+Gm+BwEC3h4QKYHAHAECXm6RFNBeJmn9Cih+z8x+d/Z6d0/fAE4h710W1UlB7xclHTv76IYV7LWiSwl4V8TFxQMKEPAOiM1WTQoQ8DY5VpoaUICAd0BstmpOgIC3uZHS0MACBLwDg7NdSAEC3pBjL9d092Ntj08/0Cbpc5LOGiLYXeiIgLfcbKmcJ0DAm+fHagQIeLkHEMgTIODN82N1bAEC3tjzp/t8AQLefEMqIDBPgIB3nhCfVyVAwFvVuEIdloA31LhptoAAAW8BVEqGEiDgDTVumu1ZgIC3Z1DKhRMg4A03choeQYCAdwR0tiwnQMBbzpbKeQIEvHl+rEaAgJd7AIE8AQLePD9WxxYg4I09f7rPFyDgzTekAgLzBAh45wnxeVUCBLxVjSvUYQl4Q42bZgsIEPAWQKVkKAEC3lDjptmeBQh4ewalXDgBAt5wI6fhEQQIeEdAZ8tyAgS85WypnCdAwJvnx2oECHi5BxDIEyDgzfNjdWwBAt7Y86f7fAEC3nxDKiAwT4CAd54Qn1clQMBb1bhCHZaAN9S4abaAAAFvAVRKhhIg4A01bprtWYCAt2dQyoUTIOANN3IaHkGAgHcEdLYsJ0DAW86WynkCBLx5fqxGgICXewCBPAEC3jw/VscWIOCNPX+6zxcg4M03pAIC8wQIeOcJ8XlVAgS8VY0r1GEJeEONm2YLCBDwFkClZCgBAt5Q46bZngUIeHsGpVw4AQLecCOn4REECHhHQGfLcgIEvOVsqZwnQMCb58dqBAh4uQcQyBMg4M3zY3VsAQLe2POn+3wBAt58QyogME+AgHeeEJ9XJUDAW9W4Qh2WgDfUuGm2gAABbwFUSoYSIOANNW6a7VmAgLdnUMqFEyDgDTdyGh5BgIB3BHS2LCdAwFvOlsp5AgS8eX6sRoCAl3sAgTwBAt48P1bHFiDgjT1/us8XIODNN6QCAvMECHjnCfF5VQIEvFWNK9RhCXhDjZtmCwgQ8BZApWQoAQLeUOOm2Z4FCHh7BqVcOAEC3nAjp+ERBAh4R0Bny3ICBLzlbKmcJ0DAm+fHagQIeLkHEMgTIODN82N1bAEC3tjzp/t8AQLefEMqIDBPgIB3nhCfVyVAwFvVuEIdloA31LhptoAAAW8BVEqGEiDgDTVumu1ZgIC3Z1DKhRMg4A03choeQYCAdwR0tiwnQMBbzpbKeQIEvHl+rEaAgJd7AIE8AQLePD9WxxYg4I09f7rPFyDgzTekAgLzBAh45wnxeVUCBLxVjSvUYQl4Q42bZgsIEPAWQKVkKAEC3lDjptmeBQh4ewalXDgBAt5wI6fhEQQIeEdAZ8tyAgS85WypnCdAwJvnx2oECHi5BxDIEyDgzfNjdWwBAt7Y86f7fAEC3nxDKiAwT4CAd54Qn1clQMBb1bhCHZaAN9S4abaAAAFvAVRKhhIg4A01bprtWYCAt2dQyoUTIOANN3IaHkGAgHcEdLYsJ0DAW86WynkCBLx5fqxGgICXewCBPAEC3jw/VscWIOCNPX+6zxcg4M03pAIC8wQIeOcJ8XlVAgS8VY0r1GEJeEONm2YLCBDwFkClZCgBAt5Q46bZngUIeHsGpVw4AQLecCOn4REECHhHQGfLcgIEvOVsqZwnQMCb58dqBAh4uQcQyBMg4M3zY3VsAQLe2POn+3wBAt58QyogME+AgHeeEJ9XJUDAW9W4Qh2WgDfUuGm2gAABbwFUSoYSIOANNW6a7VmAgLdnUMqFEyDgDTdyGh5BgIB3BHS2LCdAwFvOlsp5AgS8eX6sRoCAl3sAgTwBAt48P1bHFiDgjT1/us8XIODNN6QCAvMECHjnCfF5VQIEvFWNK9RhCXhDjZtmCwgQ8BZApWQoAQLeUOOm2Z4FCHh7BqVcOAEC3nAjp+ERBAh4R0Bny3ICBLzlbKmcJ0DAm+fHagQIeLkHEMgTIODN82N1bAEC3tjzp/t8AQLefEMqIDBPgIB3nhCfVyVAwFvVuEIdloA31LhptoAAAW8BVEqGEiDgDTVumu1ZgIC3Z1DKhRMg4A03choeQYCAdwR0tiwnQMBbzpbKeQIEvHl+rEaAgJd7AIE8AQLePD9WxxYg4I09f7rPFyDgzTekAgLzBAh45wnxeVUCBLxVjSvUYQl4Q42bZgsIEPAWQKVkKAEC3lDjptmeBQh4ewalXDgBAt5wI6fhEQQIeEdAZ8tyAgS85WypnCdAwJvnx2oECHi5BxDIEyDgzfNjdWwBAt7Y86f7fAEC3nxDKiAwT4CAd54Qn1clQMBb1bhCHZaAN9S4abaAAAFvAVRKhhIg4A01bprtWYCAt2dQyoUTIOANN3IaHkGAgHcEdLYsJ0DAW86WynkCBLx5fqxGgICXewCBPAEC3jw/VscWIOCNPX+6zxcg4M03pAIC8wQIeOcJ8XlVAgS8VY0r1GEJeEONm2YLCBDwFkClZCgBAt5Q46bZngUIeHsGpVw4AQLecCOn4REECHhHQGfLcgIEvOVsqZwnQMCb58dqBAh4uQcQyBMg4M3zY3VsAQLe2POn+3wBAt58QyogME+AgHeeEJ9XJUDAW9W4Qh2WgDfUuGm2gAABbwFUSoYSIOANNW6a7VmAgLdnUMqFEyDgDTdyGh5BgIB3BHS2LCdAwFvOlsp5AgS8eX6sRoCAl3sAgTwBAt48P1bHFiDgjT1/us8XIODNN6QCAvMECHjnCfF5VQIEvFWNK9RhCXhDjZtmCwgQ8BZApWQoAQLeUOOm2Z4FCHh7BqVcOAEC3nAjp+ERBAh4R0Bny3ICBLzlbKmcJ0DAm+fHagQIeLkHEMgTIODN82N1bAEC3tjzp/t8AQLefEMqIDBPgIB3nhCfVyVAwFvVuEIdloA31LhptoAAAW8BVEqGEiDgDTVumu1ZgIC3Z1DKhRMg4A03choeQYCAdwR0tiwnQMBbzpbKeQIEvHl+rEaAgJd7AIE8AQLePD9WxxYg4I09f7rPFyDgzTekAgLzBAh45wnxeVUCBLxVjSvUYQl4Q42bZgsIEPAWQKVkKAEC3lDjptmeBQh4ewalXDgBAt5wI6fhEQQIeEdAZ8tyAgS85WypnCdAwJvnx2oECHi5BxDIEyDgzfNjdWwBAt7Y86f7fAEC3nxDKiAwT4CAd54Qn1clQMBb1bhCHZaAN9S4abaAAAFvAVRKhhIg4A01bprtWYCAt2dQyoUTIOANN3IaHkGAgHcEdLYsJ0DAW86WynkCBLx5fqxGgICXewCBPAEC3jw/VscWIOCNPX+6zxcg4M03pAIC8wQIeOcJ8XlVAgS8VY0r1GEJeEONm2YLCBDwFkClZCgBAt5Q46bZngUIeHsGpVw4AQLecCOn4REECHhHQGfLcgIEvOVsqZwnQMCb58dqBAh4uQcQyBMg4M3zY3VsAQLe2POn+3wBAt58QyogME+AgHeeEJ9XJUDAW9W4Qh2WgDfUuGm2gAABbwFUSoYSIOANNW6a7VmAgLdnUMqFEyDgDTdyGh5BgIB3BHS2LCdAwFvOlsp5AgS8eX6sRoCAl3sAgTwBAt48P1bHFiDgjT1/us8XIODNN6QCAvMECHjnCfF5VQIEvFWNK9RhCXhDjZtmCwgQ8BZApWQoAQLeUOOm2Z4FCHh7BqVcOAEC3nAjp+ERBAh4R0Bny3ICBLzlbKmcJ0DAm+fHagQIeLkHEMgTIODN82N1bAEC3tjzp/t8AQLefEMqIDBPgIB3nhCfVyVAwFvVuEIdloA31LhptoAAAW8BVEqGEiDgDTVumu1ZgIC3Z1DKhRMg4A03choeQYCAdwR0tiwnQMBbzpbKeQIEvHl+rEaAgJd7AIE8AQLePD9WxxYg4I09f7rPFyDgzTekAgLzBAh45wnxeVUCBLxVjSvUYQl4Q42bZgsIEPAWQKVkKAEC3lDjptmeBQh4ewalXDgBAt5wI6fhEQQIeEdAZ8tyAgS85WypnCdAwJvnx2oECHi5BxDIEyDgzfNjdWwBAt7Y86f7fAEC3nxDKiAwT4CAd54Qn1clQMBb1bhCHZaAN9S4abaAAAFvAVRKhhIg4A01bprtWYCAt2dQyoUTIOANN3IaHkGAgHcE9Ahbuvt6M9s4dK8EvEOLs9//Ze9N4PWbyvf/66KkQchMP1GpGrY7AAAgAElEQVSSlCSiVJJ8o5GSBk0qSVJUmhOVimhAKd8imgdFGlF8SwNKCQmJIomQVBqU6/+6Tvc+/32ez3M+5zxnfIbrfr169Tl7r732Wu/9bHute93ruqdLIA7e6ZJKuRDoTiAO3vwyQmB2BOLgnR2/XD3aBOLgHe3nn97PnkAcvLNnmBpCYCoCcfBORSjnp01A0kcBPAnAGgD827oNwO8AHEHyiGlXNIuCcfDOAl4unVcCcfDOK95UPgIE4uAdgYecLs4rgTh45xVvKh9yAnHwDvkDTvfmnUAcvPOOODcIgTEnXCwEZkVA0rIAzgGw+VIq+iDJV8zqRtO4OA7eaUBKkUUhEAfvomDPTYeIQBy8Q/Qw05VFIRAH76Jgz02HhEAcvEPyINONRSMQB++ioc+NR4hAHLwj9LDnq6uSPgfgmVX/XwF8EsC5AHYA8AwAy9S555P0uXmzOHjnDW0qniWBOHhnCTCXjzyBOHhH/icQALMkEAfvLAHm8pEmEAfvSD/+dH4OCMTBOwcQU0UITEEgDt78RGZNQNI/ANypJBk2InlFU6mkXQF8of6+mOQDZn3DpVQQB+980k3dsyEQB+9s6OXaEADi4M2vIARmRyAO3tnxy9WjTSAO3tF+/un97AnEwTt7hqkhBKYiEAfvVIRyfqkEJL0AwPFV6NMkn9t5gSQ7fNev46uT/ON8YY2Dd77Ipt7ZEoiDd7YEc/2oE4iDd9R/Aen/bAnEwTtbgrl+lAnEwTvKTz99nwsCcfDOBcXUEQJLJxAHb34hsyIg6UQAu1QlTyV5chcH78cAvLiO70Hy2FnddCkXx8E7X2RT72wJxME7W4K5ftQJxME76r+A9H+2BOLgnS3BXD/KBOLgHeWnn77PBYE4eOeCYuoIgTh48xuYRwKSfgBg67rFciRv6+LgdVRvo717MMkD5qtJcfDOF9nUO1sCcfDOlmCuH3UCcfCO+i8g/Z8tgTh4Z0sw148ygTh4R/npp+9zQSAO3rmgmDpCIA7e/AbmkYCkSwFs6FuQ7BoRLmlHAN+sZpxAcvf5alIcvPNFNvXOlkAcvLMlmOtHnUAcvKP+C0j/Z0sgDt7ZEsz1o0wgDt5Rfvrp+1wQiIN3LiimjhCIgze/gXkkIOk6AKsDuJ3kst1uJWlLAOfUue+Q3L4pt9EW22kum/e3a3+Hh//xwdj4XxvPZbWpKwRmTeD0u34bV631Z9x1pdVmXdd8VvDn31yGXW7aGavevup83iZ1h0DPBD650qehdVbGcne+W8/XLtQFt99+O2644kK88uZXLNQtc58QmDaBI1Y6AqvfZ1OQy0z7moUu+M+//wV3uObPeM7Nuy30rXO/EFgqATt4v7zSKVhx/fv2Nalb//xHrHvNitj+1vHpVl+3N40bHQJ28J6z2gW461r3nNNOX/KTMyI7OqdEU9kgE8jLMMhPrw/aLulGAPcA8G+Sd+zWJEmbAfhpnZtXB+9ff3811vjz3bH6f+xzjoVA/xC44o5X4tY17tj3Dt4/XXkJ7nfrBrir7to/8NKSEABw0fK/wB3XWbPvHbx/vOICPOwfW+WZhUDfETh7+bMHwsH7n2uuwwP+8YC+45cGjTaBvy3zN1y6/K+x8r3v19cg7OC9y7W3Yf1/N/mt+7q5adwIEbhu2etw/Yq34G5rrzunvY6Dd05xprIBJxAH74A/wMVuvqQrAawHQJwkJESSl5BPr7Z+geQzm3bPdQTvYvPI/UMgBEIgBEIgBEIgBEIgBEIgBEIgBOafQBy88884dxgcAnHwDs6z6suWSvoJgM3duKVo8Nqh+7nqwHtJ7h8Hb18+zjQqBEIgBEIgBEIgBEIgBEIgBEIgBAaCQBy8A/GY0sgFIhAH7wKBHtbbSPoagCdW/zYleUFnXyW9C8Ab6/i+JI8cVh7pVwiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAgsJIE4eBeS9hDeS9I7ALylunYYydd1cfBaf9c6vLYtSJ43hCjSpRAIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRBYcAJx8C448uG6oaS7A7jZCg0AbgCwJsn/NL2UZH3eXwNwyuYbSK42XATSmxAIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRBYPAJx8C4e+6G5s6RzATy0OnQOgD0t1SBpOwBfALBKnTuU5BuGpuPpSAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAgsMoE4eBf5AQzD7SVtDODHAO7S6o8qqrc59FsAG5O8dRj6nD6EQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQD8QiIO3H57CELRB0lrl5F2nozt29P4AwLZt6YYh6HK6EAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAKLTiAO3kV/BMPVAEl3A/B4AJsA+B6AM+PYHa5nnN6EQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAj0D4E4ePvnWaQlIRACIRACIRACIRACIRACIRACIRACIRACIRACIdATgTh4e8KVwiEwugQkLQPgegCXAng6yWtHl0Z6HgIzIyDpY3Xly0jeNrNaclUIjC4BSW8HcB3JD40uhfQ8BGZOQNLnARxF8vszryVXhkAIhEAIhEAI9BuBOHj77YmkPSHQpwQkPQ/AJ6p5twP4KICXR4KjTx9YmtV3BCoh5UWVgPJakmv3XSPToBDoYwKS1gXwm3qHrgawK8lz+rjJaVoI9BUBSXsCOKYaZSfvK/uqgWlMCIRACIRACITAjAnEwTtjdLkwBEaPgKQX1MTgTtX7vwHYl+Sxo0cjPQ6B3ghIuhjA/euq95Lcv7caUjoERpuApHMBPLRF4WySDx9tKul9CEyPgKQ7ArgZwF3qih1Jnjq9q1MqBELABCrfzOvrW7QmgD9URPzXQygEQiAEFptAHLyL/QRy/xAYIAKSlq/JQePgbVr/FZI7D1BX0tQQWFACknYF8IW66S0AVibpSPhYCITANAhI2gHAtzqKfo3kk6dxeYqEwMgTkOSdV3sUiPNIbjHyUAIgBHogIOm1AA4GsFyXy24FcAqA52Z3Yw9QUzQEQmBOCcTBO6c4U1kIDDcBSZ8F8Kzq5c8A/BXAowDsTPIrw9379C4EZkag9KtvBLBS1fAsktZAjIVACEyTgKTrAKxexa1f7WjEY0k2Dqtp1pRiITB6BCStA+AqAM6nIAD3Jmm5k1gIhMAUBCr6/TIA63UU9TzoDgAcANPYNQAeTPKGgA2BEAiBhSYQB+9CE8/9QmBACUi6N4DLS/vQkYdrk7zOmogkPWmIhUAIdCEg6T0AHPVh+yXJjacCJemBJK3XGwuBkScg6U0A3lkgHMW7bU2o30HyrSMPKABCYAoCkn4IoJEzOYHk7oEWAiEwPQKSzgLwyFbpkwDsRvIfPibpwQCOA7BZlbGE3ZYkLc0VC4EQCIEFIxAH74Khzo1CYLAJSDofwKbVi6NJvnywe5TWh8D8E5C0SumzOcLDUVN23C51wC9pewCnA7gUwNOmKj//vcgdQmDxCJTeoSPgvSX23xXF68goRyK+jORHurWu3j07f99K8s+L14PcOQQWl4CkxwA4o1phh9RKJP+5uK3K3UNgMAhIsiTDm6u1/gZtR9IO3yWsQwblYpIPGIxeppUhEALDQiAO3mF5kulHCMwjAUnWOLSulM3bkTw5+M883jJVh8BQEJB0GoD/qc5MS6takhN2rFHX7E3yw0MBI50IgRkQkHQigF3q0kPssAXwr/r7iSS/0VmtpGcC+EQ5hS3n8B6Sb5nB7XNJCAw8AUnXAnAyKJsT4x458J1KB0JgAQhIehCAn7du9UKSxy/t1pLOrF0mLvYQkpa0i4VACITAghCIg3dBMOcmITDYBCQ5euoe1YvdSZ4w2D1K60Ng/glI2hzAT+pOdjLdg6QXSCY1Sc7MbCeW7WqS685/S3OHEOhPApI2AuCId49X/0TyHpI2APCravED2hHupZPorbNP7NKjHUme2p89TatCYH4ISHoNgMOr9mtI3nN+7pRaQ2D4CEjyAuLjq2cnkXzaVL2U5OSFP65yZ5B87FTX5HwIhEAIzBWBOHjnimTqCYEhJSDp7QAOqO5dTvK+3boqyckHfgfgmST/OKQ40q0QmDYBSXZM3b8uOJCk36VJTdJd7MRqZWfemuSPmgtKB9ta2Gcmgn7ajyEFB5iApAsta1Jd2IXklyXtAMA6vLYVmkUTSVvV8SaZYbvnl5Bs3sUBJpKmh8D0CUhy4qebAdyprnoUye9Pv4aUDIHRJSBpWQCWNLHElnOP+Htz63SISLIEimWFLiTpKOBYCIRACCwIgTh4FwRzbhICg0lA0t0BWOvQ2cptXbcaSXoZgKOrzP+RtN5bLARGlkA5Y39dAG4kuepUMCR9HsAzqpyduNu1r5F0ZSuD8+8BvN//i7N3KrI5P4gEJFmWwfIMtotIbuJ/SNoTwDH+J0nr8PqYt5zvU5G+1rr+KIAX1cTcRSZE+g4ij7Q5BHolIOmzAJ5V151Fcpte60j5EBhVAh3R798m2chtTYlEkndt2TF8Ackmf8mU16VACIRACMyWQBy8syWY60NgiAlIsu6u9Xdt3yLZbFMa73VtiXWEiKMPbc507gm2o3iPm2pL+hDjS9dGmICkkwHsVAj2JGmH06QmaUMAl5SDypEia7Yj4SW9GMDHulRgLVLLpngiHwuBoSEgydHsjsb192Qjkt4lYmfuOwBYT9cTaL831jtcrzp+PQBH+B4K4HF17BSSzbs4NHzSkRCY4pvi3R6Xt74pa5O8LtRCIASmR0CSJX2a78gWJM+bzpW1G+tvVfbnJB88netSJgRCIATmgkAcvHNBMXWEwBASkORtsd4eaxvLXE7SE+4JJuk4AC+cBIEn5hfZ0UXS0YexEBgJApI8uPeix19IOhJ+qSbpAgBjEYoAjiL5yvYFkhwBbO1ET9qfAGBXAO16P0LSkfSxEBh4ApLeDeAN1ZETSfr3PmaSPu5FjfrT3yZHSdk+Wcc369C+XpXkLQMPJR0IgR4ISHJip8axdDTJl0/3ckn+xhwF4P/VDi5vS3d9+5FsdOWnW13KhcBAEuhIkrssSS++T2mSDgOwfxX8NMnnTnlRCoRACITAHBGIg3eOQKaaEBgGApIcrevETudLurSio9y1Q0i+sbOPkuxwuqoiRBxN5QnA3wF4O1JbB/FXJB1pFQuBkSAgye+B9Q/PJWlt0ElN0s4AnBjK9he/O9OZSEiy0+tTLc3eJ5J0QpBYCAwsAUkrA3Akrh23jlBfua17KMn6u47SbczvjBcRHclrB7ClUbwQYjuI5NsGFkYaHgIzIFBjOe/Asjmxp78p/5lOVZKs+/6wpZQ9nORrp1NXyoTAIBOQ9G0AYwnSSE7bZyLpz60F+PVJ/maQOaTtIRACg0Vg2v+xGqxupbUhEAK9EpDkJByWWrBTytGETVKAsczl3eqTdDaAxnn1KpIfaMpJ2hjA12vrbBxPvT6QlB9oAi0H75QJNiTdZCdWdfh5JO20nZZJcoTWT2uR5fck15nWhSkUAn1KoMOB+2aS72o3VZK3yT6kjnkLrZ27Tmhj5651d4+tc9PSvu5TDGlWCMyYgCTnTlilKtiDZPNOLLVOSacD2L4KuY63AvgxgOcDeDaARkv+cyT9dywEhpaApC8DeGp18LEkz5iqs5L2BdDMhcaDW0q2wXkTvDjpxUvLpxxM0k7kWAiEQAjMGYE4eOcMZSoKgcEmIGldAHbYrtXRk6eT/FJn7yR5EuDJgG1Sx5Ik64MeL+luAN4EYEsAToxjp9S7Sd442OTS+hBYkoAkR2zcq/RDV+kmb+KrJFmbd4+qYUaR7q1o+3+RbLKl57GEwMARqIVGRxx6Anw9yTW6fHu8+Gg96veSdGLCMauM546cumsdehJJLzKOWy08OpHh/b1bBcBXSJ41cKDS4BCYhICkHQF8s3XackH7eBy2NGiSDgJwYJXxO3gPkt6Z1bxfHrf9H4BH1XdtXZK/y4MIgWElIGkjAL+s/v2YpOcvk1pJ2/285jgu98Ka/zhRtXeWWPKk06yLvT1Jy9nFQiAEQmDWBOLgnTXCVBACw0VA0qvseAXQOIqsu+sIEK9kj5ukPwBoJt/bLG2SLMlaVE6+tlwHLWv0Wjt07+GimN6MOoGOSbbfoc07dag7yljbbROSF/fKTpIXSRxlL5KehMdCYGAJ1GLjFxw9SPK06XZE0ocB7FXlf0ayifK189cLl05E+Ogu9XmC/VSS3poeC4GBJyBpOwCfdrLOVmeuAOAFe0tpLWGSLHXihfjGLJPyfJKOkh8zSd7h5XJegDmGZPO+DTyzdCAEJnkv2jtGJpUnKWkhO3Gb3Vhnkdym3pujATQ5Erxo8hUAj2gF1Hj893KSH8lTCIEQCIHZEoiDd7YEc30IDCGBGsR7S5+34Pm/E1eSbDQNPch/vXV5q+s/IPnIyTBI8lYlb1lqzNvRvZ22HSnsqBBvf5pWAoMhRJ4uDSGBjq3mHtQ7IeHhlbTQ79BL6/1y7/cmaQdVT9aRzOMKkvfpqYIUDoEhIFAOXEcTeoHDC4f3aRZUauLtiPomKaF1fa0x729aE+3razzB7vkdHAJ86cKQEpBkrdyDOxbX7bB9dntXSSVVa6LdnVfB+RWaxUJLNNgx7OMe/zULiseTnCzB7qREJW1g5xbJE4YUe7o1RAQqKtdO3iZAxZIKzyXphcExk+SkuB7bOVLX5sWRezYR8JK8uLJ+nXPSz7Gdi5KeCeAzrXdtl85gmiFCma6EQAgsEIE4eBcIdG4TAoNIQJInwJ+r7X3n1oDkLgAckejBjh2yHsRc261/knYCcHKdc1nr9B5Z9Xiy7YHSQ+v8G0geOoic0uYQmIyAJEfDv2EKQqeQ9LvSk0nyNvUXty56WSJAekKYwkNCQJJlFpqFxvGs5ZLspLJjqtGm9mTaUYljCackecutHV5OCmon73qNI6uNRtJ6pU1vWYgkbRuS380odKO0P724aGmSZt7375I4Gfs2dWjv3rfyMVj+xJHAY0UAfALAm0vaxPX8L0kvUvZkkpzjYZPSIN1ousnferpJCofAHBKoXSWWlWt0rf0+2MFrKZO1AXhe1JgXEO/XTqzWkbR66/Zukcqj4PmVncPXkWxH3c9hL1JVCITAqBCIg3dUnnT6GQJzRECSt87uWtVZXqHZdrTEHVqJpnzOk+pPdhaS9FsA1v9NQpw5ekappr8ISLJm4WGlP93+7t4K4DW9OGVLo9SSJvvVe9N09gySY9meYyEwSgTq/fpe9dm7Q1Yi+Q//LckJ2t7Y4nGU3532bpHSh/fOEk+wTyVpDdMJJuknllmpg88g+cVRYpy+Dj6Bipx1PoUmga479Q6Sb5Xk5FGPAfAPknduelsLIB7zWU9+7JVqOYk3JWln7X9PSE+opGxNpOKZjmok6XenKfM0AE1Oh+w4Gfyf1cj0oHY2fqNkfiaTwrL2taPjrQU/bpI8XnOCNZs1sb3DpB0B/HIAH7SMQy/jwZGBn46GQAj0RCAO3p5wpXAIhIAkD1wcfetByoqTRV9IeokjPIpY10lzTQocEeIthLbl2kk9QjsEhomApBUBvADA6gAuAfD5qX7vFYHoKCpPjO14ciRh57f7U643EifD9GtJX6ZLQNI1FUXlS15NsplI2+n0RwCrdtRlDVFLovi9GTNJ36loxd+S9DvmY47K8vvq7bXfqqJXk/SCZCwEBpJA7axyRK/1dL0YcpukUwA82fJBJJtt5uP9k7RnOaiaSMVrSFrGwe+JczHYsbXZJEDs0PWiyO2SvJDSaJRuQdJb32MhMDAEapH9FbV7ajUA/k1b8sea8V31res9cRLrraqjnj9t2c65IOlNJL0g2ZPV4ox3pDwrSat7QpfCITC0BOLgHdpHm46FwPwQqMHNRwGc1p4gd95N0mUAvNXPZhkHT8KXMEnjDl6SE/6bVBls7STeLdma5+d5ptb+IiDJ28yfUtG+9wfgCUS3b7W3AVq72rInPSdm669epzUhMDMCHZFR15L0dtkxq+jDc+pPO2j9vry9paXob9SujkKU5HKWa/gNybEIREneou5t7e2oxUeS/MHMWpurQqB/CFh2pNlG3h6H1TfFuRMmmCQ7fq1Rbd1da5B+VtKyAKx93WwrtxSXnV12BHshpPl2fRfAD1vR9B4/7tA/NNKSEJhbApIOBPDxlna13xUn8mxk6ZyXYaulOYWnapGk7QGcXuUsu+L39vVZ7J+KXM6HwHATiIN3uJ9vehcCi0agJc9wIcn2lsDOSUOzNRBdHLwXAnhgaf2u300bcdE6mBuHwBwT6HBIddZuh64jCb9vLUSS1hyNhcBIEygHr+VP7gBgW5J2JI2ZJOuLWgPbto3fmYrKPd5Jo1rOJzt/H1eJbr5Lctu63hrxbdkTR11ZW7HrYuVIP4h0fuAJtHZn2fHkpLddvzGWNCFp7VG/Y140eXR1/up6B/2d8jnv9PKW9kc0r2S9c3ZErd5O8jbw8NKBEGgRKM1eJ/a8gOSD23AkfaUW8X3YMl1jUfQzASjpDwAcQd+2WwA4WZu/X7EQCIERJBAH7wg+9HQ5BBaCgCRrIN7JSdZIPrXbPSu7ubPJ+r9FndFXuwA4sa7zhMDb/Kx7ZYfwsTMdEC1E33OPEJgJAUmeEDRah67iJADeOv71dsKOmdSda0JgWAnUd+Q5JK1hOG6S9qqIQx97QMd22A3r++JkT20bcwT7QIc2b1PGEYpObrhPvkHD+osazX5Jcm4FR617POaodSckfNdkO0SqvPV5bV78WLNx/Ha8h+28DT51KMmpEo+O5kNIr4eCgCQnl24S576UZCNXN9a/VqJB/zmjBNOSXg/gkAJ2fTmLx+SFyo4j2U7COxRs04kQCIGpCcTBOzWjlAiBEJgBgVYE79kkH96tCknOXu7IKdub2/pTkv5Umc27XepJ9mdIPm8GTcslIdCXBGpLuCfZzbfZiyTebndkXzY4jQqBPiYgqb1I6MRqR3Q2V9LOAKxHal3QCRnMJX0ZQLM4aW3FB7TkHezQehrJ0/oYQZoWAj0RqISF/k1bn7cxa4x68dEJDB/Xit79FYANqtD4wkiXd8wRjI026c0kGw3entqWwiEwKAQsf1JSJctVmw8i+bam/ZKeXQsoPuSAlT166VvtRPEcqal/a5I/qkVNjxcbHe1JA2x6uV/KhkAIDBaBOHgH63mltSEwMARa25DsjN2kMwqkI7rKE4cVmogoSd5W20R4XF7aid7ut01L680sxrfTDgyYNDQElkJAUrfIQm8JdwINyzPEQiAEpkGgEhQ6KejdKsJwVZJeNFnCJDnR51kkvejoCKuNAVxUiy3ejr4SgDsDsLyDEx56/DwhKngaTUqREOh7ApKs+/5ZAI+pXVNNm8fltiStU9q7Pnc5ySbfQrd3q+0IfjpJ78bqySQ9j+Qne7oohUNgEQlI8vtj+Z/GCevvyTEAnNDQurke69leTNKLjNO2lj68r/k/kr7XmFXSw18AWKUOOYeJ3+dYCITAiBCIg3dEHnS6GQILTaClQeX/zlhfysnUvE3Jzlz/fzv6docmEqq223q7kTUVl9BqqyRU1pay/INtM5LnL3T/cr8QmE8CkuxE8lbwdrSTt447KdR183nv1B0Cw0KgYyHxZgAPJ3nJVP2T5Amynby257edS5X88/Ek318Tam9r/zGAo0laUzEWAgNPoKIEXwlgO2tPly6vF9ztRPL47RPVyVc370JnpyW9oBZFfOpiko6C78kk7VmOMUcsvoikt7/HQqDvCUhaC8DZlXCwW3v9LfJCoQNhpmUVBODrPLfydZZG+WP7YkmOrPfCim3SXZTTumEKhUAIDByBOHgH7pGlwSEwOAQkWYPKOrp21k5m7yD51uakJK94N9mVDyH5xs4LJb0WwHvq+IEknRk9FgJDR0DSuwD49968Qx7QOwrkFST/M3QdTodCYI4JSDoawMta1Xq7uaMB/W3yYsnf2tqhHdqiU0Un7gPgqKrb7+ZXAbw8idjm+CGmur4iIOlwAK+pRnWVZ5C0LAAvqjiC3pq+G09ncaXLeM/yDu1EVU6+60jgy/oKShoTApMQkOSFEu9KXLMlweXcCk/qFVqHfu9RJF33EibpL/Xu/YWkd0DGQiAERoRAHLwj8qDTzRBYLAKSHgjAWWPv3dEGR+k+m6STpo2ZpM0A/LT+/BPJe0wycGk7ePcn+d7F6l/uGwLzTaCi2p3wZsfWvSZous13G1J/CAwyAUnPLKduo03Y7s52JM+sb5ATeTrxpyUZbEvdISLJCaS8kNlswx2rBsBbSVr2YalWkZBfSuTvVKRyvp8IdETGH07SY7IJJskLH14AsZ1E0rtSZmQl27V/a6HT75gXaHbPuzMjpLlokQjU7kbrvXs3Y09WmvFOvmuzA3elbtG/lSD0lnImTzqX6unmKRwCITAwBOLgHZhHlYaGwGATkGQH7/bW2i2tw3O7TAjaWm27kHSSmyVMkiM3Gs23+5C8olc6khwlfBnJK3u9NuVDYDEI1AKIHUqOAvHAPhG8i/Egcs+BJCDJiaPeBOClAFavTpxD8mFNhyS1I3JPJdleVJm035IcYehdJY9t6ZaeSdLb27uapC0BnAPgX6XD+KmBBJtGjxyBis61nrV3ljhy3RrxX2y9R2sA+H29C/59r9KOkp8JsEkWOl23F1MOnUmduSYEBomAJC8+NoEvlrB7W7eFREnW3H1W9e3zJJt/D1J309YQCIEZEoiDd4bgclkIhMDcEpC0O4CPV60Xkdyk2x0k2UnsBAU2O2itDdeTSbJ+r7cO+v8dGbnHZMl3eqo4hUNgAQg4OmO2k+UFaGZuEQJ9S6AcVE7a6W/NuH6hpN+WXqKdVmuQvKGXTlR01vcA3KuumzTSXpKlIppyTyL59V7ulbIhsJgEJH0AwL6tNvhd8Y4s///jAaxf5wYUwxIAACAASURBVN5C8p1z1dbWQqd1Rhuz1MpzSTo/QywEho5AJQJ1LpNOuwnAEQD8PjoR6EcBPLlVaAuS5w0dkHQoBEJgUgJx8ObHEQIhsOgEarLtbOd3nUqrTdK1FcHodm9L8ru9dkCS9Ref27ru+yQf1Ws9KR8CIRACITA8BCR526zlFn5FsslyPqGDlcDm+QC28CJjJVcb1wOtBcQ/lMzDTSSbbObj9bQSR/nY+SQtTxQLgYEiIMn5Ew5sRa13tv96ko7mnXOrBG4fLJ3Rpn5HxFuf93dzfsNUGAKLREDSigC8ENlIDFlT/i0A1pmiSeM5SiT5O+TI3mNJOjFoLARCYEgJxME7pA823QqBQSIg6aCaJLjZJ5LctVv7JVmD7bA69yOSW/faT0mOKvl1K9GBqziNZJPYrdcqUz4EQiAEQmAICEj6OwBLOVjfcPXOnR2VLMeRUp3j578C+ByAVzm6XtJ3AFie4XaSTjY1bpI8SfcOkrvUguYGbZmh0q33wuVrSR43BFjThSEmUAv0L6qoQW8b37n1fuxI8tT56n7d+0cAHtq6xxkkLZUSC4GhICDpawCeWJ0ZT84mabdy9N6/o6O3AnAC60Oa45Ic3d68Fz7/YQBvnokW8FBATSdCYIgJxME7xA83XQuBQSFQg3Qn5LBO1D27Jc0o/cRGVsHbZ9edSaZySd6q9JAONp8k6YisWAiEQAiEwIgSkHQ8gBdU9731de8m2knSRgAubjmv7NR1xK81EZvxtL9NTv7kybh3pCwRwSvJW2j3qHt8huRz2rglXQKgkR7amqQdWLEQ6HsCktZz9Htp855H0lHuc26S7gng7QCeUe9Zc48Zjw3nvJGpMATmgEDpu/+sqroNwGokveNx3CQ5kte7Ev3N+XklNfS70C7j99K5UJxItDE7ep82n4swc4AgVYRACPRIIA7eHoGleAiEwOIQkOToKGdCt/0vSSfK6ckkPQFAo3PoLbWeJDiK6lCSb+ipshQOgRAIgRAYKgIVXXua5X9aHRvbZi7J21rtULJ9y05cZzCv7bMHl9PW0b9tO4bkXs2BmohfVZNsO4edLNHJqsZM0rNLF95/XkrSTuVYCAwMgdoK7nwKryRpnek5MUl2THlrunV/myS7Td12Zv3Q0Ywzke2akwamkhCYBwIdSaXfSdLSDDM2SU9zcjYAD2xVckC3ZG0zvkkuDIEQWFQCcfAuKv7cPARCYDoESvPQDln/N+tvAFYk+Z/pXNsuI8kaVqvWsU0BeFXck4Z9SR45WX3Odk7y3F7vl/IhEAIhEAKDR0CSt5y/A8DaAF5N8v2SrgTgCMV/kXSCzglWDqhDAVhKyObt6pZ5+FNTUJKjcR9Wf+9P8r2tc/4WeZfKCnVsE5IXtc6v2mvSt8EjnxaHwBLv1eb1LjrBbqNB2hS6GsAxAN6bRLn55QwbgdJzt5605y1d9dxn2mdJjwPwlZIkEoCHk7SGdSwEQmDACcTBO+APMM0PgVEgIOl8AHbI2vYk6S2uPVklA/Gqtc1RvE8B0DiJdyH55c4KK9rqzIoW8eR+12Sj7Ql7CodACITAwBKQtAbJ69wBSV4QfHA5blcheUuXb0ZbK/EQkm9sykiyJq+1eW3XkrTzeNwkWdvX0Ym2U0ju1Lr27gBuAOCIyGeQ9DcxFgJDSUDS3QB4V5WlTDqTtDni/asA3krSciaxEBhqApKcyPAckt45Mm2T5OTR3nVyHwDWdf8YyRtb35WNAXgR0f6g5CKZNtkUDIH+JhAHb38/n7QuBELgvxPrYwG8EMBvSTpJWk9WkwXrKTr6Y0zDqqKkHP1h26LTcSvpJc6OXlpy7fvtQNJbeGMhEAIhEAIjQqAm2U4IavO3YyuS17Ymyw8q/UMf+hNJa/OOmySXXbMObEfSi4djJskRWnYkO4rX3yhH6447kCWdDKBx+F5OsnOL+og8hXRzmAlIerITPwHYsiORoSMMLyg5rc8OM4P0LQTmgoAkB608tUtdfwBweLN7RJJ3mKwE4AqSdgTHQiAEBpxAHLwD/gDT/BAYFQKS7Ni9I0lLNfRkkk6qzM6+7mCSB9TK9veqIk+mx1a1JVmT1xG+bQ3G5n7ePuvIrQnJC3pqTAqHQAiEQAgMHIGSYPB22bVajb+i9HidrMZJbhoH7oRdIZIs23BYXfcjklu3AUhyZK8jfG1vI9k4kscOVPTvp6v+R5L8wcABTINDYBICko4AYFkUR+62zeMyJz609ui41ElAhkAITE5AkneCeEdIY9cDuHNL/sfHLXdnrex9qtCpJHdsLqjv3f8BOLC9GBnuIRAC/U8gDt7+f0ZpYQiEwCwISGpvQRrXsJLkTOmeOIDk2H8LJVnjzZFSzkRru7DkGZrEOd4a+8VZNCeXhkAIhEAIDCiB0kT8BoDHdEQYtnt0EclNWhNlfz+8OGjdXi8Orkvymtb5rQCcXX/fSLLRiR875MVNkpYI8r/t3P3+gOJLs0NgCQKSdgPgxYvGrF3t6HYnfupZE1SS5Uze5wh7AI6i96KMoxkdtdhz7oY8shAYNAKS/H1pJIBeR3JscVHShvVuPL52i7S7tg3Js1rfJb9Dr6q/9yb54UHjkPaGwKgSiIN3VJ98+h0CI0JA0sUA7l/d3Zmkkwp4oONMtE6i48mEJ97HAbDT1+ZJ+JtKyuE1deyXJO0sjoVACIRACIwwAUmO4nXEoTV5bU+v//dW8o3aO00kfQ7AM+v8/5J8aRudJOvq3quOPYmkd5CMWWuB8lIAjgr29ywWAkNDoJW8sOmTd1w9l6Sj4nsySY58t8TDHbpcaO3eJ5P8dk+VpnAIDBgBSZ7D2MdzIUlLB00wSasA+CaAh9YJy985gWjz3emUDLo3AO9uvCrJDAfsx5DmjiSBOHhH8rGn0yEwGgQkeVLtybXtApJNojZPnD8CwBNtD4S8fanZWvvb2ir7ZwDWqvJEwZP2B2ZyPRq/m/QyBEIgBKZLoOQT7DTymPpEkru2JsobALCskM95S+zKJK2x20yk9wLQREadT3Kz9n07FiifQ/Iz021XyoXAIBCQtCIA6+o6qrCxf9XW8EOm2wdJTsr27irvcZ1lT34J4H+86FLvoMdyryD5oenWm3IhMGgEJHkxw4ErExy3Hd+WP1rrvY5ZT/7c1nepLRk04TIAv/J7RnJsB2QsBEKg/wjEwdt/zyQtCoEQmAMCpR9lzTZv1/OgfkOSl7cGMKc4mqN1K5c5kuR+PibpdACWbLCdRPJpc9CsVBECIRACITBkBCTZgeSknI7AHY88lHQ+gGZhcU+SH219g5z009INjozy92cDktb0HbOOBcrLSN5vyLClOyEwTkCSo+EtgeVFkcacePD5UyW2reRsHtPZ/glg4453ydGJPy6HlhdYViDpcrEQGDoCkixt4kSFtq85B0lbnqS1g9Hnv0Oymev4u+PrGmkUf5f8PbO/yN+pttnJ652OsRAIgT4jEAdvnz2QNCcEQmBuCEiy5pQT29i+QLLZIjt2QJI1D63RZnMijx1Inlfn2gMcR5I4sdpfm5ZJ8nalzaPHOzfPKrWEQAiEwLARkLRTabq7a78h6USh4ybpYwBeXAc+Q/I5rW/MMgCaBUof3pTkBcPGKP0JgU4ClR/hgx0J1xxduCvJq7oRk2Sd3XVa575aMg+3tN4pO3m9gOK5r5O2WaYrFgJDR6AWHP298CKizRHtPwNwRkX2vqzOWaJuLZI3tN6TrpJBJRdkCRTLEfkd2oTkRZKcXPTMtq780AFNh0JgwAjEwTtgDyzNDYEQmJpAJcKxQ9byCnbQelvsBD03SR7gOImAk6p566sHQGPWoQnnRB8Ht+/a2jbrSBBr+u5D0pEmsRAIgRAIgRDwd+S02h5uGg8l+ZPWN+ae1jOsibIjCVdqaxt2LFB+jWR7t4nrXhnA7pYOKokhR2FFWzS/u6EgIGlZAB8AsHcrGZSjCb0t/KUdMifOjfCL6rjHe8vVvz0+exdJO6WasZ0X85147QSSfn/GzQv37ajfoQCZTowsgQpE8TdhwsJiB5D3k3x16/3YE8Ax9fcSkkE1P9oOwFO821HSowB8r8r7e/Zmkp8aWejpeAj0CYE4ePvkQaQZIRACc0tA0ksAvB/A25oMstO5Q133v1X2BpKrdUwCrJH40466PPHwhOGF07lHyoRACIRACAw/AUnOQv4Aknt0fEd+BOBhdWx/ku9tTbKdAKfRf7eTajWS1oS3Y9eOL0+gn9ElC7ojfvcl+cnhJ5sejgIBSWsA+DyAR7f6a31Rv1NjciaSvuDo3jr/WC/oA3B0/Ep1zE5dJ9D9FgBf64X/49vjtUrOdiAAJzh8VnvH1ihwTh+Hl4Akz1l2A3BfANa73rZ66+h2B7+MBbdIWqpkUDdCkrxouXnHOUcDP769oDm8dNOzEOhPAnHw9udzSatCIAQWgUANcDxJvmvd3oMUTwommKS7AXgqAK92P6KisFzm2tpK6+QFXU3Ssz2JIDm+dXARuppbhkAIhEAILAKBSsrmJDZj3wySa7eb0aH/fjDJA5rzkrzN1lqljTn61xNzSzo09kmSz1+EruWWITAvBCR5nGVHr2UYbiZpJ+6YSXIEoSMJ/0ly+dZxJ2h7TTl0fdjJdFev808l6d1bvt55GuyU8ntkZ9e6LtuOEp6XTqXSEFhgApK8a9GLjjYvZPidat4j68M3C5ETJIOW1szSzrZMw4tqcWXstQLw1s7dj+16arHSSa1PArBfWyN4gbHkdiEwdATi4B26R5oOhUAIzJSAJG9NstPWdh7JLaaqS5KjrZzcY+sqO2kynNKwugiAda88+Jl2huip2pHzIRACIRAC/U9AkhcC16yWbkvyu61Jtr85TgZlu4mkvy9jJumbAHasP+3YfYmjdSuhqBccj6ukoi7yMZLexRILgaEhIGkf6+iS/EbrvfC/Hw/gNpKNPEPzztgR/FnnWGhB+CvJFVrXdybcbU45AeKpdhJHX3RofkIj35HSht+tnZdEkhdOLLHghcIlJIOmC02SZU88j2rew65BMvU9+1BJsPjPo0i+crr3SbkQCIGlE4iDN7+QEAiBEPjv5Lk9wPHqs/XYnGygmSjcCYAzzXqL08ldNH3b2wSfTvJLnWAl/V9rq+H3STrqJBYCIRACITAiBCS9uxKAnkvSkYnjJsnbzhvNRGc+t8a7v09taSBHGd6f5GUd19qZZS3Ster4I0n+YESwppsjSkDSR6zLW93fjuSZXcZefn9O9LgOwKEk31DvlTWsL2yGeeXcsnOqHRFvWYetkuRwRH9gI9BtSZNKBnXrfun7PgaAdXrHklM3JmkDABdXRPzvSbaTH44VK+mV39d71jVPyghgTxdDYN4IxME7b2hTcQiEwCARkPRDAA+vNk/Y4irp06Vh1e7S1ZWg7Q129kqy49cRH7YjSe7bZZJhaYdPAHgigPVIOpIrFgIhEAIhMEIEKkkaSFoSqJn0OuK20X+/gOSmrXNNlKIP7U3yw91w1cT7cgB/r8Rtt9WxzUl+cYQQp6sjQqDGXpZYsLau/3+DRrO6yxhsZ++4aumOXgLgflXOUY2O9rUDyuXe5YWUOjch6ndE0KabI0CgdhY2SQqXkAxqI5DkHSant/StfdoLINbidb6TsUSfks4AYAfwElH1db6RVfGfTszmdy0WAiEwRwTi4J0jkKkmBEJgcAlI8kDEA5JmsOKM5t6m5IHKYRVtNVkHLbfg6F1H5zaT8wm6iVXPfj5fzuBlmgnG4FJLy0MgBEIgBOaCQOkROpGa9d+9g2RDknbUNonV7LC1RugtJL2YOKlJ+jgARwePOYElOZrKjionbHNE8D4kr5uLdqeOEOgHApIsd/X6asvfADyb5FeneE+cD+EzVeZSkht1lu9IIrUDydP6ob9pQwjMJYFKLu1Enzt1i4Cv74i/O466vctS7m1NXeteHwnA2vL/IHnndnlJjwRwVh2z1rUTKcZCIATmkEAcvHMIM1WFQAgMJgFJ7eQCzkLuwcmYSbKjt9GTGnPcStoQwBs9iQBg6YYJ45fKTDuW9bzq2KW2B3orkqNElpBvGExyaXUIhEAIhMBsCUhar6KgrLn7eZLPan0/2tvIjyG513Tv1yHtMF4lgBNIvnC69aRcCPQ7AUmOAvS4rDGP3bzwbk1r//t9jbRW6VZ7x1WjxbsJSedHmDiYk6x5be1r2xEkvVAfC4GRIyDp8HLeuu9eIHQ0rxNKex7kxZUlFkgAfJXkU9qwJP2ukiX6cBZNRu6XlA4vBIE4eBeCcu4RAiHQ9wQkPbm2vjpZx5h1RPYukVW2oq4OrMFN4wQ+m2Qj9dDU4224K1W1m5E8v++BpIEhEAIhEAILSkDS/gA+SNLbXpvvhzV5rc1rey1JT7SnbZIsDeQkbE4gas3fZuxviaBNSXqSHguBgScg6QkALKnVjLeaPt1IctXWO/UBAI2MliUbdurW+ZJqOKnO7U/SUY7Ne/nycnLt1ez4GniA6UAITEJA0q8sfwLAGvArdMlD8uBKsLZlq4oJCyeSnEjtiDr/Y5LtsmEfAiEwRwTi4J0jkKkmBEJg+Ah0RD+9g+RbO3spyRG8jgRZvrbWrkvSK9TNJKC9dfBbJMcdyNMlVkkLHkHyhOlek3IhEAIhEAKDT0CSo3qtLWr7FMnnzbRXVdcpALauOi4j2WiQzrTaXBcCfUWgFuydSM3SJHb2euv5mGSDJDt6HYHoRGqWLVmV5C3dOiCpnTz3iSSthe06PN7zuM/jvxtIrtZXANKYEJhjApKcjNC7SZaQXWjNd5xAdCyBIYCvk3xS61znXMl5SK6a42amuhAIgdYqfmCEQAiEQAh0EJBkram/tDK9Pozkz9rFSu9w9zp2HMkXtwY0zmp+fSX/sFbv6u2kOtMFLukCAJsAsCbjRiT/M91rUy4EQiAEQmCwCUhyBK8jeS3zc9+pJsa18Lg9AOsmntwl2qrtuHp6ZIMG+/eR1k+fgKTvANiurnBiqIO6XV1OXI//nLztVpLWxx4zSU7G1siouIxlIOwktvTJydNvTUqGwGAQkPQpAM+p1p5E8mkdc6H2fMcLJ6u1kx1KcoLpZnHy+E6JoErMtiYAS+ZZDsWRwrEQCIEZEEgE7wyg5ZIQCIHRISDpWAAvasb1NZD/GIAfAFgXgCM6/N/SW5us5a1JwLesMVV/H0KyrQ/nSYK3Ezoq2BN325kADifpjLTNRMKDqEaz9wqS9xkd+ulpCIRACISApEeXnqhhWE/0OZM5ZSV5i/puHdSutqPX0VWV6NOOX0cg2o4k2WxXD+wQGFoCkrYCcHarg86JYGftEibpVACPqxMfIfky/1vSvWuxfbI5tBdhnk/y80MLMh0bOQKS/M2wnI+TfdosPfdlAJ4jObGhc5f4O2WbkGi6NOa9SOl3xvJD44ms651qa137kMs4afWr4ugduZ9aOjwHBOLgnQOIqSIEQmC4CXQ4eSfr7N5N1vIasGwG4KfNQIjkPZoLJTlrrBN3uEw3s0P3GR7YSLrJSduq0BYkzxtu2uldCIRACIRAJwFJ1vw8qrX7zpNq6yLa4fsL7x6RdBgA6/hOZt5J4uhdJ5/yBNo2YTIe8iEwrAQk/QbAvVr9c5SgnbwTnLGSXgvgPVXOzqY1m2hESd7FZb1R24kALqkEU46Yb2v/7knS0YixEBgKApI2ruCWTo3rdv9uImlZoXGT5KCVzevAK0h+sOP8EwG8qXYqNokPXcQ7IB/bLQHiUABNJ0JgngjEwTtPYFNtCITAcBGoFeh3AnBSAA9A/D9LONiuItmeNDjK49cAHOlh24WkV7p9fFkA1uj1ViSbJxiXVl2OCG7+u/xdAD9sZYU+jWQTDTxccNObEAiBEAiBKQlIcgJPJ33yImHbHNH7GUl29jYJP8cct5I2rO+Is51bB7Ft8gJieyvtlI1IgRAYQAKS9gLw4Wq6Za88Blu9/ra+6GcAXOmoQQCO9B0bsgF4FEnv2PL4zcl4rWFt+y3J9Sa8TJJ3ZL2tjkWbdwB/J2ny1AQkOWHnC1uLJWu1rtqZ5FeavyW1o3OvJul5zqRWya3f11pE8RzJydounrplKRECIWACcfDmdxACIRACMyDQ0kT01dbmPac1oLEm78fr7wtJPqh1zpFTzTYmb5vdluRYhnRJdy/JB2c6HztU/52esX7vDLqWS0IgBEIgBPqYQDl69wbgiCo7knaoifEZ1ezPkGz0Ev/7Mfnv4uKBAF7fcgKfTdJO41gIDC0BSd5WbkkSL8p7XLVB/b8jC8d3V3UAsGPplSQ/1Bq/OdlhE524FclzO6FJ8ljQgQC2+zTju6GFm46NNAFJljGxnIntApKbtoFIckLDZiHlkc1iyVTQJDmfiSPg7avKYslUwHI+BFoE4uDNzyEEQiAEZkBAklehvT3P25G8Qj1mNYn+MwAn5PBEwknRLqtzu9b2WP/p7bXe9vfXLhOEdgIcnz6UZJOZdgatzSUhEAIhEALDTEBSWxboHSQdTTjBKvmaHV3L1/dpXZLeURILgaElIMl5E5oEuOOLH+X49WL8U2pX1thQDYCdtLu23w1JbwdwQEH6DklLMixhko4GMKbXGwfv0P6k0rEWAUmvqXwim5N0Mugxk/RmSwDVn98luW3rnBMdvqUWKS2DcjoAa12Py9BJsoN3j7rGSaqtARwLgRCYgkAcvPmJhEAIhMAcEugY3J9I0k7dZrBjvURHjti2IXlWt1tLsr6bdd5sN5NsNHjnsKWpKgRCIARCYFgISHJ04l8ALAPAiZ68s6T5jjTfIDuzvMPEdpx1e4el/+lHCExGQJIX2e9betVO8GSH0gST5LHZct22gtfuKkfvOhLYO6rWIum/lzBJ7V1adyD5nzyZEBg1ApLuBuDG2i3iaHgHtIw5aCW9pKUB34nGC5CHALCe/OsAvLsK7EDytFHjmP6GwEwIxME7E2q5JgRCIAS6D+yti/j71gTb2oa31oBmndLe9Z+Xk/Rko6tJajuCnz5ZtvQ8hBAIgRAIgRBoCHQkBHUk4o8BOHrRGqLedfKN2vLq75IdXbeFXgiMAoGKJvwDyWN77a8k6+5af9f2fpKv7lZHObW8g8uLLH8hadmtcZPkRFI7A/B40M4vv5dvIel/x0JgaAhI8g7HXapDHyT5Cv+7dpF45+Id6pwTH54P4IGtABif8jfKiyl+h+wgXr79vZLk9+gTAPYjedzQgEtHQmAOCMTBOwcQU0UIhEAI1MDFK9aWV3i8k9qQ9Cr0mEl6Xg1G/OerSb5/kgnCCwAcX+cuJvmAznKSrAG3dWnK/bhbNEqeSAiEQAiEwOgR6HDyTgZgb5JNwqnRg5Qeh8A0CUiy48lJ2GyOjL8zSTucljBJ7Qj5w0m+tsZ/TwDwuZYMRPtaL8QcRNISEJOapPUB3J+kF2liIdDXBCR596IXF73Y4cXEsUj2knM4vBp/Oklr+I6ZpHsCOBLATnVdc+oHJB854aWRvCjS6Gffi+RVfQ0kjQuBBSQQB+8Cws6tQiAERoOApHt3JtaQ5AGNdapsXeUZSr/X25PsKPagf2OSl7QGP87s/FkAHui3zZpVu5O8aDQIp5chEAIhEAKTEZC0HoB3VrKnFcqxZAkH21Uk7xV6IRACUxOQdCmADVsl30ty/84rJe0A4Ft13JGHK3oHlySP237YcljZWeykVF6k36KV8PAkkk9byjttuZVGvmuLyZzMU/coJUJgYQhIsnPXztcrW/OYth72PUle0+VdWhWAk7P5es+FNuzQ9rWur/V9bT5/fe1M+QWAY0h+fmF6mLuEQH8SiIO3P59LWhUCITBkBCTtBaCJmBqP7Gh3U9JRAPapYxMG+x0OYhfx1lrrwTXmiJIXkPzUkKFLd0IgBEIgBGZBQNIVrYVBa/M6iVQsBEJgKQQk7Qbg01XE0bvL1b+/DWC3lqaoda3/tzUm28NSEJLsqLIDq7nuWW3nUyV5s2avnb22bUl+t7NJkiwPYZkI229JegEnFgIDR0CSk3++rRr+BpKHdvm9fwjA3nX8CySf2ZSRtCIAa/m25z+dVXgxJIsgA/frSIPnikAcvHNFMvWEQAiEwNInCssCcGIP607ZGeuB/hdbg5ZO/d5VSFqnytuWPLjx9j6b63iJHbml9+YkOY7Uumud7zpByMMJgRAIgRAYTQKSrL9rTcSbSO44mhTS6xCYPoGKPvSOKkfA2yyXZWevo2gbc6I1Rxk2W8V9/HiSL6yxm8dt484pAL8E4LwKF7dbIulP3sbu5LokH9LZSkm+j6W5bFuRPHf6PUnJEOgfApKcNLp5bxx9ewwAO3qtXe35zqS5TOr81wA8sXr0mVpYuTMAy+A5An75Onc2yYf3T8/TkhBYOAJx8C4c69wpBEJgxAlI+gCAfTsmB2fUYMe6vY30gpNu2Gnrwc5qlbitSUiwRPRvDZh+WxORS0luNOKo0/0QCIEQCIEQCIEQmBGBjvHaKSR3Kqevt38/vUullmU4lORbmnOS/l4OJy/qe87t/9mp9RU7pFqL+JZ2sMTDEtG5kqzNe0DV+R2S27fqfwSAlwLYM7kYZvSYc9EiEJDkeZDzkLT9UNbQ9UKH5YO82GF7HcnDWr/3RqLEh24B4ETW43rYFTF/mY87kIakA2tiITByBOLgHblHng6HQAgsJoHannRgRwKBdpOuJ+kV7DGTdDSAl3W02Vv+nknSGZibcq7zIF9C0hElsRAIgRAIgRAIgRAIgR4IdEQZWg5rVZJ2KDXjLSeDenU5Zf8CwHkQ3tREIdbYzUmmnHTXdiyA91UU/f3rmOt9O8mDJdkpdV8AvyE5nmNB0t0rAMDb0e1AXoukox+bdvwOwDoA/gngMSR/1EM3UzQEFo2ApO1Ktq6tb91uz3Uk12wfaL0nPjxB7qT1TrQTHVrWxBH4dhj/HMBhndHziwYgNw6BeSQQB+88wk3VIRACIdCNQCVTexEAGx3YLQAAIABJREFU66p50L5zayV7R5JOwNEM4L1tyYN86799AoCvaxy41mqzo/e6WhF3hPASDl5JLwDgLLSX54mEQAiEQAiEQAiEQAh0J1CRuh5PvbycsI1m6LSRSXIitib68AGNY6kkt6zX63Gd7caW/MLnSD67Nf6zg8rjRNv7Sdqp3IwNLbvy65L9WsIJPe2GpmAILCKBWsR4dCWXdgK2JhnoY0l6h2Pze7cEg+dAtl+S3LhbsyVZ/qRZROlWxAnfHkrS710sBIaSQBy8Q/lY06kQCIFBIVDZzn9Vg/TzSDqrcjOgsTyDs8PavkJyZ0mO1rCW4sPquLcnfaSSdHj70r9I3qlVx1oAHOXh/96/r1v250FhlXaGQAiEQAiEQAiEwEIQcEKndlRuL/eU5PwIdljZHkLSiZ+asZ0X6Z1car8a+zWn1if5G/8h6YEALqwTS2xHrzLeim6d3zNJHtJL+1I2BPqJQCUcvAiAI3rPIdnMcfwu+H1p9LAtcfLAbpG4ktoSDo6st0avc5lsU9rZTWI2n1upLe/QTyzSlhCYLYE4eGdLMNeHQAiEwCwJSHLyDG8remUzuK/Bu5MFWMPN9g6Szj7bTBAeU4OXCVuYAHyT5BNa5b4PwDptNid1OwnAVW15h1k2P5eHQAiEQAiEQAiEQAj8/2O0RwH4Xv35EZKdUlt2XHnsZwetdXV/TnI8gZukS8vZ5SombEeX5J1crn8vkpZniIXAUBCQ5Aj2s0g6MKWZ7xwJ4BX158kkn9qtsx3Ru88haQdvU8eKAM4HsF4dehVJR+nHQmDoCMTBO3SPNB0KgRAYJgKSvFptm7B1rzVo8TbAgwE0UbubkrzA5yW1JxidWDwp+HZldP7HMDFLX0IgBEIgBEIgBEJgMQlIuqKS53qn1ZYkrdW7hEnyzq0bWtG7uwH4dBW8hOT4lvOKdHQ0o7ey30TSTuJYCAwlgUo0/YeSprNU3SpNcsJ2hyW1Na8vJ2lN6wkmaUtHB9fBT5J8/lBCS6dGnkAcvCP/EwiAEAiBfiYgqUmiYa3e1Uk6y2znoMWRvsdXRllnYh4zSU7Gtnb9eXUl4vDfjcaVT90EYCOSf+xnDmlbCIRACIRACIRACAwKAUnePeVdVDY7eQ+oRE/WzO1qHdvRXWZcv7fGdccBeGFd/CmS1iaNhcBQEujQsj7ASQk7O1rvjDV1nUzNthlJR+tOMEm7125JH3fCtdcNJbR0auQJxME78j+BAAiBEOhnApVp9jvVRuvxOjnAVVO1WZK13d5f5Tr1rBwt8jUAa9T5MX3fqerM+RAIgRAIgRAIgRAIgekRkPTEksZq9D/t6LUe75mVYO0bza4r1yjJ28b3rdpPIblTcydJTqxmjV7P373zyjqi4xINSag7vWeSUoNFoOZBbyD5uG4tl/QeAK+tcxNk6trlJV0GoInsvW878bSkzQGcDsDzrQO7afwOFrW0dpQJxME7yk8/fQ+BEBgIApLaERuO5HVm2feSPG2SwY4jer2Fz7INlnhYt61nVZMITzb+BmDs/0nebSBgpJEhEAIhEAIhEAIhMCAEyjFrSazObeMen927Jc2wKoDraju6o3xXJekEa2MmydvLvc3cth/JI1rnklB3QH4PaebcEZDkRIMOfrkDAM+P/M78ufMOkp4M4JQ6PkH2pN6tRk6ludQJDl9CspF0mLtGp6YQmGcCcfDOM+BUHwIhEAJzQUDSngA+XAP/pkoPZhy98QmSe7cG+p8C8Jz6+ziSzua8hEm6wXpWzjJLcoW5aGfqCIEQCIEQCIEQCIEQmEhA0sYA3u2dWLWDyjqg3jY+ZpIcPbhd/XkQybe1zjl68dT6+/ck12nXLikJdfODGzkCkvxONJG97yb5pinmOz69FclzO96fT1TiwntVhHxz+miSLx85sOnwQBOIg3egH18aHwIhMEoEJN27ZBeeUKvV7r63+61N0lEfniCsD+DXNUC5tbbwLaH3JsmZZK8sfr8iueEosUxfQyAEQiAEQiAEQqAfCEjaCsDZ1ZYbSTqad9wkOdFUI6u1DcmzmpNJqNsPTzBtWGgCkvw++L2w/YnkPbq1QdJBll2oc2eQfOxkbZXk3YxvB2Cn7nJV7tsk/2eh+5f7hcBMCcTBO1NyuS4EQiAEFomApGUBPKZWra8g+ZHWQP+nTjBQf+9N0lG/S5gkbxdsBjkvJmkZiFgIhEAIhEAIhEAIhMACEpBkbV1HD9qeRPLrrXHdGyry14e+T/JR7aYloe4CPqjcqq8ISLJG9cdKTuHkzsZJujsA71a0HJ0DYtYg6b+XapJWBPATABtUwT1IHjvVdTkfAv1AIA7efngKaUMIhEAIzAEBSY7sbSYFV5FsJgsTapf04Ery4eM3k7SGVSwEQiAEQiAEQiAEQmABCUiyE8kJoDwv/xnJhzS3l3QXRydWNKEdVPckeW3rfBLqLuCzyq0Gi4Ak6+5af9f2fpKv9j8k2eHrhIaWRFkNwCUAPgvg4yS9+9FlnM/kL7VjcomFlcEikdaOEoE4eEfpaaevIRACQ01A0h+dYKA6+bDJkgN0ZJJ9BskvDjWYdC4EQiAEQiAEQiAE+pRAJWJz/oTdSTrh05hJ+gKAXevPj5B8WetcEur26fNMsxafgKQHAnCyNJsdtSuRvL12QV5lebsurXTiw+8B2IvkJZL+CuCulrQjaZm8WAj0PYE4ePv+EaWBIRACITA9ApIOAfAaAGeRbBJ1TLhY0vOclK0O/pKkk37EQiAEQiAEQiAEQiAE+oSAJOdGcGSh5+t/A7Aiyf80zZOUhLp98qzSjP4jIOliAPevlu1G0hG6XjSxpEOTfNpR8V/zu+XkawC8aNKY372N6o9JE1b3X8/TolEnEAfvqP8C0v8QCIGhIiDJcgu3k/xzZ8dq1fpmAE4i4FXqB5L0ACgWAiEQAiEQAiEQAiHQJwQk/QDA1tWcCbkSklC3Tx5SmtG3BCQ9F8DRAH5PsnHU2sF7C4AVAPwbgHc7ntd0QtKLABwMYK2Ojt2b5Fhi6krE9g1fW9q+/wLwXQBvbNfVt2DSsKEnEAfv0D/idDAEQiAE/ktA0lEA9ikeJ5F8WtiEQAiEQAiEQAiEQAj0FwFJ1ga1RIMTQ03YbSUpCXX763GlNX1IQNIyFfluHetmLuQoeB8/m+TDuzVb0okAdqlzZ7Z3RUqyhMr6k3T3SwAsfefI4FgILAqBOHgXBXtuGgIhEAILS6AmCn+oQY1Xm1chaW2pWAiEQAiEQAiEQAiEwAAQSELdAXhIaWLfEpBkuRMnL7Qur+dCt7Ub2yWx4ZoknePEgTK7OxFblff1rwdwPwAvsMZvHb8awIYk/9G3ENKwoSYQB+9QP950LgRCIAT+S0CSk3R8rhy8B5D0FqRYCIRACIRACIRACITAgBBIQt0BeVBpZl8SkOS50DOrcdcBeDbJM5vGSnLi6afX30eS3Ld17vhy5vqQEyKeUHOsZZ3/BEATEXwRyU36EkAaNfQE4uAd+kecDoZACITAfwlIsqbU20m+JExCIARCIARCIARCIAQGi0AS6g7W80pr+4uApLsDcP6RdVotc7TtZaWpa71e+8gcobtSW25B0tsBHFDXnUHyse3eSfoOACe5tr7vytkp2V/PflRaEwfvqDzp9DMEQiAEQiAEQiAEQiAEQiAEQmCgCSSh7kA/vjR+kQlU0umPAngOgOUmac7zSH6qw4HrJNU3tq45jOTrmjIl7+DzHyK5f6/dlLQqyRt6vS7lQ6BNIA7e/B5CIARCIARCIARCIARCIARCIARCYMAJJKHugD/ANH9BCUh6EAD/b2sAL6ubX0bS2rpLmKTtAZxWUb4+/wWSjeSDd0s+GMAFvSZak/RsAJ8GcAqA5yb6d0F/BkN1szh4h+pxpjMhEAIhEAIhEAIhEAIhEAIhEAKjRiAJdUftiae/c0VA0ssBfADAHQBsSvIC1y3pTQBWJ7lfcy9JjwPw9Srrw6eQ3GmmbZG0DICbAaxQdTjx28EkLQkRC4GeCMTB2xOuFA6BEAiBEAiBEAiBEAiBEAiBEAiB/iKQhLr99TzSmsEiIGkVADuRPK6cu40kwx0B3IfklS0nr6N+f1K6vT48nnSt115Leh+AV3W5zkng3J5zeq0z5UeXQBy8o/vs0/MQCIEQCIEQCIEQCIEQCIEQCIEhIZCEukPyINONRSdQCyZfqIZcDWAjkre2nLxPA/Cl+vtCknb69mTW3QVwbUUDC8BLAbwNgBNjN3Y0SUcYx0JgSgJx8E6JKAVCIARCIARCIARCIARCIARCIARCIARCIARGhYCkrwB4SvX3JgCbkbzKf1dStb/VuctJ3rdXLpK+DeCxdd2XSD696n4HgDe3tH5PJ2lpiFgILJVAHLz5gYRACIRACIRACIRACIRACIRACIRACIRACIRAi0CHk9dRttbnPcnJ0ABsUEWPIblXL+AkbQmgkV/4F4BV2snVJG0M4PsAVq5630nyLb3cI2VHj0AcvKP3zNPjEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBKQhIsvP2qFZitfYVPwewFcl/9gJS0m8A3KuueQvJd3ZeL+meAH4NYLk65/uc28t9Una0CMTBO1rPO70NgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRCYJgFJywOwdMLOpZHrqNuTSb5omlWMF5O0J4Bj6sD1JNeYrA5JlmY4tc6fQbKRdOj1tik/AgTi4B2Bh5wuhkAIhEAIhEAIhEAIhEAIhEAIhEAIhEAILB4BSXcEcDOAu1QrdiTZOHC7NkySE7GtCeBfJO+0eK3PnfudQBy8/f6E0r4QCIEQCIEQCIEQCIEQCIEQCIEQCIEQCIGBJiDpowD2qE6cR3KLqTok6ZsAdqxyy5K8faprcn40CcTBO5rPPb0OgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRBYAAKS1gFwFYBlADhh271JWot3qSbpqwCeVIX+H8nfTXVNzo8mgTh4R/O5p9chEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAILQEDSjwA8rG51Asndp3PbVkI2kbRzOBYCXQnEwZsfRgiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAjMAwFJjwFwRlX9DwArkfznVLeStD6AK6rczSRXnuqanB9dAnHwju6zT89DIARCIARCIARCIARCIARCIARCIARCIATmkUArUZrvsi/JI6dzO0nfAbBdlf04yRdN57qUGU0CcfCO5nNPr0MgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBOaRgKT9ARxWt3CCtK1I/mSqW0raBcCJVc6avauRvNF/S7oTgA8D2B7APQDcAuB7AF5D8pqp6s754SQQB+9wPtf0KgRCIARCIARCIARCIARCIARCIARCIARCYBEJSHoygE8BuHurGZZr2IPkld2aJslRu6cCuEOdP4rkK8u5+0wAxwG4S5dr7Qh2vT4fGzECcfCO2ANPd0MgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBBaGgCQnR3uP5RlaTlvf/Jw6bimGWwG8EMBLAWwGoPHXXULy/uXc3QqAk7U1534P4HQADwKwKYAmCdtBJN+2ML3LXfqFQBy8/fIk0o4QCIEQCIEQCIEQCIEQCIEQCIEQCIEQCIGhJCBpFQDHA3hCyxnb9NXRt50+urMBbEPyNkkrArD8wl3rgg+SfMX4xdJaAC4AsCqAfwNYgaQTusVGhEAcvCPyoNPNEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBxSUgaWUARwB4FoA7dmnNzQDeSfLwlgP3cwAsz2A7k2STfG38ckkbAri0DhxG8nWL29PcfSEJxMG7kLRzrxAIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgZEnIMnO3S0BPBLARgB+Xc7bH3TCkeRoXCdX+yeAFUn6/5cwSTcAcKTwaSR3GHnIIwQgDt4RetjpagiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwOAQkPSCknZwo48lucdkrZf0dwDLA/gmSUtBxEaEQBy8I/Kg080QCIEQCIEQCIEQCIEQCIEQCIEQCIEQCIHBIiDpYABvrlavSfK6bj2QtDmAn9S5z5O0BERsRAjEwTsiDzrdDIEQCIEQCIEQCIEQCIEQCIEQCIEQCIEQGCwCkg4B8Hq3muSkfjxJTsq2VfXuISR/1ktPJa0P4AQAdhQvB+CvAH4D4F0kv9hLXSm78ATi4F145rljCIRACIRACIRACIRACIRACIRACIRACIRACExJQNJ+AN5fBbcl+d3OiyQ5AZsTsdmuJbn2lBW3Ckh6BICz7EOe5LobATyB5Lm91JuyC0cgDt6FY507hUAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhMC0CUhaFsCtFVV7jROykXR07ZhJ2hjA+QCctM22G8nPTvsG/63jLwDuVtfcZA1fAPcA8KjWcQE4lOQbe6k7ZReGQBy8C8M5dwmBEAiBEAiBEAiBEAiBEAiBEAiBEAiBEAiBnglIeg+A19aFdsZ+GsA3ADwJwEtakbcnkNy9lxtI2gXAiXXNDQDWJnlbU4ektwB4e+se3ydpx2+sjwjEwdtHDyNNCYEQCIEQCIEQCIEQCIEQCIEQCIEQCIEQCIFOApIOAnDgUsicRXKbXslJeh+AV9V1nyb53C733h7A1yuK2KdPJvnUXu+V8vNHIA7e+WObmkMgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBEJgTghIehyAD1imoRVRez2Al5I8eSY3keTo3APq2i+RfHq3eiStB+CylhTEY0meMZN75pq5JxAH79wzTY0hEAIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhMG8EJK0F4DqSt8/mJlWPtX3tI7TO7lNJfmUSJ68jfR3xewPJ1WZz31w7twTi4J1bnqktBEIgBEIgBEIgBEIgBEIgBEIgBEIgBEIgBAaGgKQvAmgid+3k3ZvkRyZx8v7Skg4kvzUwHRyBhsbBOwIPOV0MgRAIgRAIgRAIgRAIgRAIgRAIgRAIgRAIgckISPopgM1a548guV+IDQaBOHgH4zmllSEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEwKwKS7g7gr53SDpKWBfBtANu2bnAKyZ1mdcNcvCAE4uBdEMy5SQiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAgsLgFJPwNwHsk9urVE0lEA9mmdO4Hk7pOUdeK13Ui+a3F7lbvHwZvfQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAgMOQFJTwZwSiVTuw/JKydx3O4L4AOtczuSPLWzrKSfANjcSdcArE/yr0OOsG+7Fwdv3z6aNCwEQiAEQiAEQiAEQiAEQiAEQiAEQiAEQiAE5oZAyyHrCi8k+aDJapb0NQBPrPM/I/mQdllJOwBoEq1dTXLduWllapkJgTh4Z0It14RACIRACIRACIRACIRACIRACIRACIRACITAABGQdE8AlwO4UzX7dACOzr29sxuSNgbwizp+Lcm1Oxy81wFYvY49kuQPBgjF0DU1Dt6he6TpUAiEQAiEQAiEQAiEQAiEQAiEQAiEQAiEQAgsSUDSFgDOAbBMnbXDd3OSt3Q4cPcHcFgdu4zk/Zrzkt4M4OD6+7sk24nZxquRtArJG/Mc5p9AHLzzzzh3CIEQCIEQCIEQCIEQCIEQCIEQCIEQCIEQCIG+ICDp4QCsqbtCNeifAI4F8G6Sv5O0C4DPArhjnd+P5BH+t6S7AbDTdjkAjvxdm6SjeSeYJDuQbwZgx/GzSH6/Lzo/pI2Ig3dIH2y6FQIhEAIhEAIhEAIhEAIhEAIhEAIhEAIhEALdCEhaHsA3ADym0zcLoO0v/DHJLZsykr4M4Kn19wdJvmKS+p2kzcnabCeTbK7JA5kHAnHwzgPUVBkCIRACIRACIRACIRACIRACIRACIRACIRAC/U5A0nYA/r/27gZYt6usD/j/AQKZqCSQFIIiBIN8pAlfBsJXRUZUEGpBEBSM7RQsKEGo0jbT0gKVDxlhFBBBFGQmIUAFBRRTKkWmEBNSAkpIAIEAgRECiaEJCQkfeTrrdr/py7nn3vue5Nx79jn3t2Yc8757vXs/67cOM3f+s+bZL0xy0ppgd5zOHT16f3rRo7e775bkwmne15McUVXfWbvG7j4qyTjVO07xfivJUWtbQMzdZbvVJ+DdbjumXgIECBAgQIAAAQIECBAgQIAAAQKbKNDdhyd5ZJJjknw1yWlVdc3yI7p7BL4Pm777N1X1h+uV0N3vXToZ/Lyqev4mlupW6wgIeP1ZECBAgAABAgQIECBAgAABAgQIECCwR4HuvkWSq6dTuZdV1Tilu9vo7nES+Jzpwm7zuvtWSf5VkuOTfCXJ/6yq96C/cQIC3hvn59cECBAgQIAAAQIECBAgQIAAAQIEdrRAd985yaemRf63qnrCHgLezyW543TtUVX1rvHf3X3TJKcnefwUEi///PLRr7eqTtvRiPtxcQLe/Yjr1gQIECBAgAABAgQIECBAgAABAgS2u0B3H5fkgmkdf1NVD1q7pu5+WpJXT99/pKrus5jT3R9Jcq+l31yb5JA1Ye9oC/FL291qK+oX8G6FumcSIECAAAECBAgQIECAAAECBAgQ2EYC3X1Fku+bSj4jyS9X1WjbME7ojrD2a0kOGx+THFtVn52unZnk4dPvRrA7fndad4+XsD0myeuT3HK6/kdV9cvbiGUWpQp4Z7ENiiBAgAABAgQIECBAgAABAgQIECAwX4HufuLUZmGRJ44g9wtJLktyuyRHT9W/sap+cQp3753kw9P31yW5e1X9/fIqp76843TwuMcYD66qs+YrMb/KBLzz2xMVESBAgAABAgQIECBAgAABAgQIEJidQHc/eAp5F31219Y4TugeUVXXTAHvXyZ5xDTpV6tq0cLhu37X3T+U5NNJvjH9/luzW/yMCxLwznhzlEaAAAECBAgQIECAAAECBAgQIEBgbgLdfVSSn00yXp72vCS3mWr89ar6nSncHddGYDvaN1xRVYfvbR3d/cdJzl0Ogbv7TklGL9/PJPloVY1TwMYaAQGvPwkCBAgQIECAAAECBAgQIECAAAECBG6QQHeP8HWcwP1SVX3/4ibdfXyS86fPf1BV4yVsK43u/o0kz0/yPUs/+HaSv0hyclV9faUbHSSTBLwHyUZbJgECBAgQIECAAAECBAgQIECAAIH9IdDdI7z9u6o6eyngHadvL5o+/7uqeukqz+7u86ZTu4vp30xy86Xfjpe9PaCqLlzlfgfDHAHvwbDL1kiAAAECBAgQIECAAAECBAgQIEDgAAp095FJLp0eeXpVnbyvx3f3OKH7yGne55M8rqo+1N13SDJO9T4jycgzR+h7+KLX777uu9OvC3h3+g5bHwECBAgQIECAAAECBAgQIECAAIEtEOjucYJ3nOQdgewPV9XFeyqju5+Y5I1L13+iqt6zPL+775fknCnk/f2qevoWLGt2jxTwzm5LFESAAAECBAgQIECAAAECBAgQIEBg+wt090OSvG9aybVJnlRVb1tvZd39ySR3WXPtrCQ/V1VfWnzf3R9MMoLez1XVCI8P+iHgPej/BAAQIECAAAECBAgQIECAAAECBAgQ2D8C3T1O2b5yOnU7HnJVkk8lGYHvBVX15O7+gSRfnCoY176S5EHT5+uSvDbJKVX1ne5+b5KHCnj//34JePfP3667EiBAgAABAgQIECBAgAABAgQIECCQpLsfkOTPktx2Dcg40XtGd/+HJL81XTu5qk7v7n+W5C1Jbjd9P4LhZyZ5VZJbJDm/qu4xrnX3YUl+J8lPJblZkk8necHaFg87dTMEvDt1Z62LAAECBAgQIECAAAECBAgQIECAwIwEpqD3V5McN17AVlUjkB0B7SnTKd/x8diqGr17d43uftYU/o5Qd3k8pape192HJPlMkh9cZ6mXJHlYVX1sRgybXoqAd9NJ3ZAAAQIECBAgQIAAAQIECBAgQIAAgVUF1rxg7TFV9fbl33b3oUn+KMl4EdvIM6+tqvHdCIB/P8mvTPO/leQdU3uHxcnf0eLh6VX1mlXr2W7zBLzbbcfUS4AAAQIECBAgQIAAAQIECBAgQGAHCXT3kVPf3Zsk+XxVHbPe8rp7vFRtvKTtrVX1oingHad9Fy9bO6qqLpu+f0KSM5KMe47x2Kr60x3Edv1SBLw7cVetiQABAgQIECBAgAABAgQIECBAgMA2EujuVyd52lTy+5P8eFWNE7l7Hd39ySR3mSY9sKrOXvygu++V5Nwko43DJVV19L7utx2vC3i3466pmQABAgQIECBAgAABAgQIECBAgMAOEph66Z6f5K7Tsr4+TuomeUlVfWJPS5169I4XrI0xXsQ2eviO3ru7Rnc/PcnvjTYOO7VNg4B3B/0PwVIIECBAgAABAgQIECBAgAABAgQIbGeB7n7j1Gt3eRnfTDJO8z6hqt61dn3dfU6Sk5ZC3vtV1YVLIe9/XLR0mELfw5P8ZJIrk3ygqkaYvG2HgHfbbp3CCRAgQIAAAQIECBAgQIAAAQIECOw8ge5+WJLfSnKf6aVqY5FfrqpdL07r7ucm+eOqunj6fNMkozXDfSeNEQafVFUfWScMfvMIipe+7yQfTPLMqhrtHLbdEPBuuy1TMAECBAgQIECAAAECBAgQIECAAIGdL9Ddt0zyiCQj8H1DVZ3V3XdI8rkkH62q0WP3+tHd70jyM9MXVyc5YrmPb3f/dpJnrwl3F/noCHpfVFXP2W6yAt7ttmPqJUCAAAECBAgQIECAAAECBAgQIHCQCnT325P8i2n5T62q164JeT+a5ITpu1Or6iWL6909evQeluS6JKM37xuSPCPJf01y6DTvbVX1uO3EK+DdTrulVgIECBAgQIAAAQIECBAgQIAAAQIHsUB3H5Pkk0luPjE8r6qevxTi/kKSM6bPr6uqpyxdG8HS8TddAAAUOElEQVTuyEMvqaqjl76/bZK/TbL47rlVNULfbTEEvNtimxRJgAABAgQIECBAgAABAgQIECBAgMAQ6O6HJvnvSyHvx5L8QZJ3JvmrJHeZpJ5cVa9fCnIvTXLk9Pnkqjp96do4wXvZdML331fVaOewLYaAd1tskyIJECBAgAABAgQIECBAgAABAgQIEFgKZMcL185JMnryrjc+keSfVtU4tbtrdPe/nNoyjI/j+8dW1Wj5sLj+2CSvrKrv307SAt7ttFtqJUCAAAECBAgQIECAAAECBAgQIEDgeoHu/rUkp07tFRZZ57uq6lFTqHurqrp8KcT93STPXGS6Sf5tVb186fpNq+o7S5/vNs0ffX2/luSvk/zu8pyt3g4B71bvgOcTIECAAAECBAgQIECAAAECBAgQIHCjBbp7nOYd/XWvncLd0Vv34iT3rqoLl0Lb5yT5zaUH/lJVnbZcQHffIslo7zB6+q7NUL+ZZPzmLTe66E24gYB3ExDdggABAgQIECBAgAABAgQIECBAgACBeQl09/uSPCTJRVV17JoAd5ziHad5xxiB8GFr2jlckOS4pd/8w9Sf94il755fVc/b6lULeLd6BzyfAAECBAgQIECAAAECBAgQIECAAIFNF+juDyX5kenGb6uqx60JeT+Q5EHTdw+uqrPGf3f3HyZ5yvT9lUkesXRttGz4myS3mq4fW1UXbXrxG7ihgHcDWKYSIECAAAECBAgQIECAAAECBAgQILA9BLr70CRfTHLkVPHfJfmJqvrqFOR+eLRvmK6dVFXndvc9kox5Y3w7yQ9X1eeWV9zdt0wy+vreJMmZVfXTWyki4N1Kfc8mQIAAAQIECBAgQIAAAQIECBAgQGC/CXT34Unen2S8JG0xRl/eK5IcP31xRVWNeeP07plJHj59/9Sqeu16xXX32UnuP4Leqrr1flvACjcW8K6AZAoBAgQIECBAgAABAgQIECBAgAABAttXoLtfmuTXkhyyZhX/OL2E7eLuHteuTnKzJF+rqkUbht0WvhTwXlZVR22ljIB3K/U9mwABAgQIECBAgAABAgQIECBAgACBAyIwBbjj5Wo/muQ2Sc5P8syqGqHuOL175ySfmop5WVU9e0+Fdff/STJaNXylqm57QBawh4cIeLdS37MJECBAgAABAgQIECBAgAABAgQIEJiFQHcfl+SCqZgnVdUZ6xXW3U9I8ubp2p9U1eO3cgEC3q3U92wCBAgQIECAAAECBAgQIECAAAECBGYhsOYE73Oq6oVrC+vumya5ZOnFbcdW1UVbuQAB71bqezYBAgQIECBAgAABAgQIECBAgAABArMR6O4R3o72DZcluX1VXbNcXHf/ZZJHTN+dX1X32OriBbxbvQOeT4AAAQIECBAgQIAAAQIECBAgQIDALAS6+5Qkr5yKuTTJ+PzWJLdL8hdJ7jldG31771BVIwje0iHg3VJ+DydAgAABAgQIECBAgAABAgQIECBAYE4C3f3SJL+xVFMnWc5Rr0vykKr6wBzqFvDOYRfUQIAAAQIECBAgQIAAAQIECBAgQIDAbAS6++Qkr0hyxJqiPpzkMVV18VyKFfDOZSfUQYAAAQIECBAgQIAAAQIECBAgQIDArAS6+6QkD0xyVZL3bPUL1dbDEfDO6k9GMQQIECBAgAABAgQIECBAgAABAgQIEFhdQMC7upWZBAgQIECAAAECBAgQIECAAAECBAgQmJWAgHdW26EYAgQIECBAgAABAgQIECBAgAABAgQIrC4g4F3dykwCBAgQIECAAAECBAgQIECAAAECBAjMSkDAO6vtUAwBAgQIECBAgAABAgQIECBAgAABAgRWFxDwrm5lJgECBAgQIECAAAECBAgQIECAAAECBGYlIOCd1XYohgABAgQIECBAgAABAgQIECBAgAABAqsLCHhXtzKTAAECBAgQIECAAAECBAgQIECAAAECsxIQ8M5qOxRDgAABAgQIECBAgAABAgQIECBAgACB1QUEvKtbmUmAAAECBAgQIECAAAECBAgQIECAAIFZCQh4Z7UdiiFAgAABAgQIECBAgAABAgQIECBAgMDqAgLe1a3MJECAAAECBAgQIECAAAECBAgQIECAwKwEBLyz2g7FECBAgAABAgQIECBAgAABAgQIECBAYHUBAe/qVmYSIECAAAECBAgQIECAAAECBAgQIEBgVgIC3llth2IIECBAgAABAgQIECBAgAABAgQIECCwuoCAd3UrMwkQIECAAAECBAgQIECAAAECBAgQIDArAQHvrLZDMQQIECBAgAABAgQIECBAgAABAgQIEFhdQMC7upWZBAgQIECAAAECBAgQIECAAAECBAgQmJWAgHdW26EYAgQIECBAgAABAgQIECBAgAABAgQIrC4g4F3dykwCBAgQIECAAAECBAgQIECAAAECBAjMSkDAO6vtUAwBAgQIECBAgAABAgQIECBAgAABAgRWFxDwrm5lJgECBAgQIECAAAECBAgQIECAAAECBGYlIOCd1XYohgABAgQIECBAgAABAgQIECBAgAABAqsLCHhXtzKTAAECBAgQIECAAAECBAgQIECAAAECsxIQ8M5qOxRDgAABAgQIECBAgAABAgQIECBAgACB1QUEvKtbmUmAAAECBAgQIECAAAECBAgQIECAAIFZCQh4Z7UdiiFAgAABAgQIECBAgAABAgQIECBAgMDqAgLe1a3MJECAAAECBAgQIECAAAECBAgQIECAwKwEBLyz2g7FECBAgAABAgQIECBAgAABAgQIECBAYHUBAe/qVmYSIECAAAECBAgQIECAAAECBAgQIEBgVgIC3llth2IIECBAgAABAgQIECBAgAABAgQIECCwuoCAd3UrMwkQIECAAAECBAgQIECAAAECBAgQIDArAQHvrLZDMQQIECBAgAABAgQIECBAgAABAgQIEFhdQMC7upWZBAgQIECAAAECBAgQIECAAAECBAgQmJWAgHdW26EYAgQIECBAgMC8BLr7kUletVTVlVV1wlZW2d0/l+QNUw3XVtWtt7IezyZAgAABAgQIECCwlQIC3q3U92wCBAgQIECAwMwFuvvcJPddU+YTq+pNm1l6d98+yReme44Q+ZZ7un93n5LklYvrVbVp/6bt7iuTfO9076Or6pLNXKd7ESBAgAABAgQIENhsgU37x/BmF+Z+BAgQIECAAAECWyvQ3YcmuSrJTdZUcl5VnbiZ1XX3nZJcNN3z6qr6ni0KeL+RZKx7jB+sqi9u5jrdiwABAgQIECBAgMBmCwh4N1vU/QgQIECAAAECO0Sgu09N8uJ1ltNJDquqazZrqRsMeMfp3vtPz/5GVb1/E+sQ8G4WpvsQIECAAAECBAgcEAEB7wFh9hACBAgQIECAwPYT6O5xonacrB3j95I8Nckh0+f/VFUv2qxVbSTg3axnrnef7hbw7k9g9yZAgAABAgQIENh0AQHvppO6IQECBAgQIEBg+wt09w8kWW5PcHSSNyb58Wl1n6uqRfi724KnnrrvnC58vKqeNP67ux+a5NFJTpqu/XWSuyW5e5K7Tt+NE8J/u47iI6vqS939T5K8e7r+6ap6/Nq53X2LJC9J8jNJbjNOHCf5TpKvJxl9dd+a5GVVdflU13+Z6rpXksW/kT+eZO0p5RdX1Z9s/x22AgIECBAgQIAAgZ0iIODdKTtpHQQIECBAgACBTRTo7lcnedp0y4uq6tjufliSv1p6zB571Hb3CHDPmeaOEPWBSc5McsyaMr+c5PuS7LHn7tL8E6vqvO4+Psn50/e7vZCtux+Q5H1Jbr4Pkq6qXf2Fu/vspbYPe/vZy6vqWZtI7VYECBAgQIAAAQIEbpSAgPdG8fkxAQIECBAgQGBnCnT3Pya51bS6U6tqnIYdQeg4AbsIY19bVaNtw25jTcC766dLJ2OX54+Ad1y77ZqXuX17ndueUFWf2FvA292j5nHyeJzYXYzxoriLkxyZ5Kjl51TVrn8Pd/efJ3l4kpst/e66JOP/lsfzq+oFO3PXrYoAAQIECBAgQGA7Cgh4t+OuqZkAAQIECBAgsB8Fuvt+ST44PeK7XqjW3W9O8oTp2uVVdev1Slkn4N2Voyb5TJJxWvbCJHdMclVVPXsjPXj3EfA+N8nzppquTnLPqvr0co3dPep/+QiVFwHv4roevPvxD8utCRAgQIAAAQIE9ouAgHe/sLopAQIECBAgQGD7CkynWR81reDDVfUjSwHocUkuWFrd/atqEQZf//U6Ae84QTt66H5sD4Hw6Oc7Xuo2xtVVtceWDfsIeEdP3x+b7vPuqhqnctcd3f2TVfU/li8KeLfv363KCRAgQIAAAQIHq4CA92DdeesmQIAAAQIECOw5+BwvFhsvKRvj5Ko6fU0IOl5SNl5cNsa7qmoRBl8/bU3Ae0VVHb438E08wTt6BI9ewWOMdYw+wZeuutkC3lWlzCNAgAABAgQIEJiLgIB3LjuhDgIECBAgQIDADASm9gWjDcMY36qq3V5U1t2vSPKMac43q2oRBl+/grUvWdtTK4fFDzYx4H12kt9eohxtIf53kj9N8udVNVpD7HEIeGfwR6gEAgQIECBAgACBDQkIeDfEZTIBAgQIECBAYGcLdPe5Se47rXK8aG30ql07xovKFgHvuPbEqnrT8qStCnhHDd39pSRH72Gnxsvbzk/ygqoaoe93DQHvzv77tjoCBAgQIECAwE4UEPDuxF21JgIECBAgQIDADRDo7kNH/9skG/034nlVdeKMAt6xjrckGa0jbrIXirdU1c+vqfsbScbvxxjtHb54Ayj9hAABAgQIECBAgMABE9joP94PWGEeRIAAAQIECBAgcGAFuvvUJC++AU8dbRC+t6pGOLxrbOUJ3qUaDknys+Plbknul+SHkozvlsejq+odS79ZDnjvWFXj5XAGAQIECBAgQIAAgdkKCHhnuzUKI0CAAAECBAgcWIHu/mySY6anfiTJ9cHnHip57tJp3+dU1QuXgtKTkpwzfb58gz14r62qxSna3R7d3cdPbRbGtSur6parSnX3LyQZL41bnOx9R1U9eg8B792r6hOr3ts8AgQIECBAgAABAlshIODdCnXPJECAAAECBAjMTKC7b5/kC0tlnVBVH9tbmd394ST3nuZ8vqoW4fANOcF7WJKrpntdN07aVtX4/7uNvQW83X27qho9ePc4uvu9SR46TTi7qh64mNzdo+/wrabPD6+qd89sq5RDgAABAgQIECBA4LsEBLz+IAgQIECAAAECBEYg+5okT50oLquq8SK1vY7u/tdJXrc06fqetRtt0TDu0d3fSnKz6X5PrqrXr1fAPgLeT00B7dOravTh3W1090eTnDBdeHtVPWYxqbvHid27Tp/fVVWjj69BgAABAgQIECBAYLYCAt7Zbo3CCBAgQIAAAQIHTmDNydXXVNWv7Ovp3T3aHFy7FMq+tqp2hcQ3MOD9fJI7TM8dfX3fnmT0wL1tkh9N8uCq+uwKAe+dp3t8Ocm5Sd6f5KvTqd1xnzstre0+VTXaUewa3X1akl9cun5WknH95kl+LMmrquoV+7JxnQABAgQIECBAgMCBEhDwHihpzyFAgAABAgQIzFRgTRg7qrz+JO6+Su7u9yV5yDTv+l67NzDgfXiSM/fyzBOr6rwNBLz7Kv/lVfWs5UndPfr5XrrOy9gW03b7zb4e4joBAgQIECBAgACB/Skg4N2fuu5NgAABAgQIENgGAt39piQ/P5X6hapanKLdZ/Xd/c+TvHNp4l2r6u+7e/TmHT16x1ip5cOY2N2nJHnZdGJ27fN39QXu7rsl+fh08WtVteiZuzg5/JvTadtD9rCAf0jy63tp4fDgJH+WZL02FS+oqv+8TxgTCBAgQIAAAQIECBwgAQHvAYL2GAIECBAgQIAAgdUEptYP90xy/+kXn0nyv6rqmtXu8P9mTS+OOzHJuNdo+TBeGvehqhptH/Y5unu0chhh762TjPYRH6iqcbrXIECAAAECBAgQIDAbAQHvbLZCIQQIECBAgAABAgQIECBAgAABAgQIENiYgIB3Y15mEyBAgAABAgQIECBAgAABAgQIECBAYDYCAt7ZbIVCCBAgQIAAAQIECBAgQIAAAQIECBAgsDEBAe/GvMwmQIAAAQIECBAgQIAAAQIECBAgQIDAbAQEvLPZCoUQIECAAAECBAgQIECAAAECBAgQIEBgYwIC3o15mU2AAAECBAgQIECAAAECBAgQIECAAIHZCAh4Z7MVCiFAgAABAgQIECBAgAABAgQIECBAgMDGBAS8G/MymwABAgQIECBAgAABAgQIECBAgAABArMREPDOZisUQoAAAQIECBAgQIAAAQIECBAgQIAAgY0JCHg35mU2AQIECBAgQIAAAQIECBAgQIAAAQIEZiMg4J3NViiEAAECBAgQIECAAAECBAgQIECAAAECGxMQ8G7My2wCBAgQIECAAAECBAgQIECAAAECBAjMRkDAO5utUAgBAgQIECBAgAABAgQIECBAgAABAgQ2JiDg3ZiX2QQIECBAgAABAgQIECBAgAABAgQIEJiNgIB3NluhEAIECBAgQIAAAQIECBAgQIAAAQIECGxMQMC7MS+zCRAgQIAAAQIECBAgQIAAAQIECBAgMBsBAe9stkIhBAgQIECAAAECBAgQIECAAAECBAgQ2JiAgHdjXmYTIECAAAECBAgQIECAAAECBAgQIEBgNgIC3tlshUIIECBAgAABAgQIECBAgAABAgQIECCwMQEB78a8zCZAgAABAgQIECBAgAABAgQIECBAgMBsBAS8s9kKhRAgQIAAAQIECBAgQIAAAQIECBAgQGBjAgLejXmZTYAAAQIECBAgQIAAAQIECBAgQIAAgdkICHhnsxUKIUCAAAECBAgQIECAAAECBAgQIECAwMYE/i+/XtiHNCgW7gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "AI-generated follow-up questions:\n",
       "\n",
       "* What is the total sales for each artist?\n",
       "* What are the top-selling albums for each artist?\n",
       "* Which genre has the highest sales?\n",
       "* What is the total sales for each genre?\n",
       "* What are the sales trends over the years?\n",
       "* How many albums are there in the database?\n",
       "* Who are the top-selling artists in each genre?\n",
       "* What are the top-selling tracks?\n",
       "* What is the average sales per artist?\n",
       "* How does the sales distribution vary across different genres?\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vn.ask(\"What are the top 5 artists by sales?\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Now try your own question\n",
    "\n",
    "For reference, these are the tables in the database\n",
    "\n",
    "<img style=\"max-width:400px\" alt=\"\" src=\"\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vn.ask()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Launch the User Interface\n",
    "![vanna-flask](https://vanna.ai/blog/img/vanna-flask.gif)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from vanna.flask import VannaFlaskApp\n",
    "app = VannaFlaskApp(vn)\n",
    "app.run()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
